DataFrame
NO COMPARISON TARGET
7244
ROWS
0
DUPLICATES
27.3 MB
RAM
110
FEATURES
16
CATEGORICAL
55
NUMERICAL
39
TEXT
2.1.4
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
sofifa_id
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
7,244
(100%)
ZEROES:
---
MAX
264k
95%
251k
Q3
235k
MEDIAN
221k
AVG
217k
Q1
202k
5%
177k
MIN
0k
RANGE
264k
IQR
32,736
STD
25,423
VAR
646.3M
KURT.
7.97
SKEW
-1.62
SUM
1.6B
2
player_url
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
7,244
(100%)
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/220002
1
<1%
-
-
https://sofifa.com/player/206145/benjamin-uphoff/220002
1
<1%
-
-
https://sofifa.com/player/210653/luis-quintana/220002
1
<1%
-
-
https://sofifa.com/player/210538/luca-zuffi/220002
1
<1%
-
-
https://sofifa.com/player/210219/emanuel-herrera/220002
1
<1%
-
-
https://sofifa.com/player/210129/gergo-lovrencsics/220002
1
<1%
-
-
https://sofifa.com/player/209840/julian-jeanvier/220002
7,237
>99%
-
-
(Other)
3
short_name
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
7,046
(97%)
7
<1%
-
-
J. Rodríguez
7
<1%
-
-
Paulinho
4
<1%
-
-
J. Angulo
4
<1%
-
-
Danilo
4
<1%
-
-
J. Martínez
4
<1%
-
-
L. Rodríguez
4
<1%
-
-
M. Camara
7,210
>99%
-
-
(Other)
4
long_name
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
7,242
(>99%)
2
<1%
-
-
Ladislav Krejčí
2
<1%
-
-
Danny Ward
1
<1%
-
-
Lionel Andrés Messi Cuccittini
1
<1%
-
-
Simon Augustin Falette
1
<1%
-
-
Luis Fernando Quintana Vega
1
<1%
-
-
Luca Danilo Zuffi
1
<1%
-
-
Emanuel Herrera
7,235
>99%
-
-
(Other)
5
player_positions
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
487
(7%)
967
13%
-
-
CB
691
10%
-
-
GK
645
9%
-
-
ST
473
7%
-
-
CDM, CM
304
4%
-
-
CM, CDM
203
3%
-
-
LB
200
3%
-
-
RB
3,761
52%
-
-
(Other)
6
overall
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
26
(<1%)
ZEROES:
---
MAX
93.0
95%
81.0
Q3
75.0
AVG
72.7
MEDIAN
72.0
Q1
70.0
5%
68.0
MIN
68.0
RANGE
25.0
IQR
5.00
STD
4.02
VAR
16.1
KURT.
1.56
SKEW
1.21
SUM
526k
7
potential
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
27
(<1%)
ZEROES:
---
MAX
95.0
95%
84.0
Q3
78.0
AVG
75.1
MEDIAN
74.0
Q1
71.0
5%
68.0
MIN
68.0
RANGE
27.0
IQR
7.00
STD
4.94
VAR
24.4
KURT.
-0.123
SKEW
0.653
SUM
544k
8
value_eur
VALUES:
7,200
(>99%)
MISSING:
44
(<1%)
DISTINCT:
230
(3%)
ZEROES:
---
MAX
194.0M
95%
25.5M
Q3
5.5M
AVG
6.4M
MEDIAN
2.6M
Q1
1.6M
5%
0.7M
MIN
0.1M
RANGE
193.9M
IQR
3.9M
STD
11.6M
VAR
134.1T
KURT.
40.3
SKEW
5.27
SUM
45.8B
9
wage_eur
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
133
(2%)
ZEROES:
---
MAX
350k
95%
66k
Q3
24k
AVG
20k
MEDIAN
11k
Q1
6k
5%
1k
MIN
0k
RANGE
350k
IQR
18,000
STD
28,263
VAR
798.8M
KURT.
28.6
SKEW
4.41
SUM
145.9M
10
age
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
26
(<1%)
ZEROES:
---
MAX
43.0
95%
34.0
Q3
30.0
AVG
27.4
MEDIAN
27.0
Q1
24.0
5%
21.0
MIN
17.0
RANGE
26.0
IQR
6.00
STD
4.13
VAR
17.1
KURT.
-0.363
SKEW
0.245
SUM
199k
11
dob
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
3,944
(54%)
103
1%
-
-
1992-02-29
99
1%
-
-
1996-02-29
72
<1%
-
-
2000-02-29
27
<1%
-
-
1988-02-29
11
<1%
-
-
1984-02-29
7
<1%
-
-
1994-03-20
7
<1%
-
-
1993-01-06
6,918
95%
-
-
(Other)
12
height_cm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
45
(<1%)
ZEROES:
---
MAX
202.0
95%
193.0
Q3
186.0
MEDIAN
182.0
AVG
181.5
Q1
177.0
5%
170.0
MIN
156.0
RANGE
46.0
IQR
9.00
STD
6.86
VAR
47.1
KURT.
-0.380
SKEW
-0.062
SUM
1.3M
13
weight_kg
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
51
(<1%)
ZEROES:
---
MAX
104.0
95%
88.0
Q3
80.0
AVG
75.9
MEDIAN
75.0
Q1
71.0
5%
65.0
MIN
54.0
RANGE
50.0
IQR
9.00
STD
7.11
VAR
50.5
KURT.
-0.068
SKEW
0.213
SUM
550k
14
club_team_id
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
606
(8%)
ZEROES:
---
MAX
116k
95%
113k
Q3
110k
AVG
37k
MEDIAN
2k
Q1
0k
5%
0k
MIN
0k
RANGE
116k
IQR
110k
STD
51,046
VAR
2.6B
KURT.
-1.48
SKEW
0.714
SUM
266.2M
15
club_name
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
606
(8%)
29
<1%
-
-
Real Betis Balompié
28
<1%
-
-
Paris Saint-Germain
28
<1%
-
-
SL Benfica
27
<1%
-
-
Leicester City
27
<1%
-
-
FC Barcelona
27
<1%
-
-
Chelsea
26
<1%
-
-
RCD Espanyol de Barcelona
7,013
97%
-
-
(Other)
16
league_name
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
52
(<1%)
17
league_level
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
3
(<1%)
18
club_position
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
29
(<1%)
19
club_jersey_number
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
96
(1%)
ZEROES:
---
MAX
99.0
95%
44.8
Q3
23.0
AVG
17.9
MEDIAN
14.0
Q1
7.0
5%
2.0
MIN
1.0
RANGE
98.0
IQR
16.0
STD
16.9
VAR
287
KURT.
8.24
SKEW
2.57
SUM
129k
20
club_loaned_from
VALUES:
497
(7%)
MISSING:
6,747
(93%)
DISTINCT:
196
(3%)
12
2%
-
-
Sporting CP
11
2%
-
-
Chelsea
11
2%
-
-
Manchester City
10
2%
-
-
Atlético de Madrid
9
2%
-
-
SL Benfica
8
2%
-
-
Olympiacos CFP
8
2%
-
-
Atalanta
428
86%
-
-
(Other)
21
club_joined
VALUES:
6,708
(93%)
MISSING:
536
(7%)
DISTINCT:
1,234
(17%)
310
5%
-
-
2021-07-01
303
5%
-
-
2019-07-01
193
3%
-
-
2018-07-01
156
2%
-
-
2017-07-01
129
2%
-
-
2021-07-08
117
2%
-
-
2021-07-07
88
1%
-
-
2016-07-01
5,412
81%
-
-
(Other)
22
club_contract_valid_until
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
9
(<1%)
23
nationality_id
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
134
(2%)
ZEROES:
---
MAX
219
95%
147
Q3
55
AVG
52
MEDIAN
45
Q1
21
5%
10
MIN
1
RANGE
218
IQR
34.0
STD
40.7
VAR
1,659
KURT.
2.51
SKEW
1.63
SUM
379k
24
nationality_name
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
134
(2%)
663
9%
-
-
Brazil
619
9%
-
-
Spain
545
8%
-
-
Argentina
438
6%
-
-
France
415
6%
-
-
England
410
6%
-
-
Germany
221
3%
-
-
Portugal
3,933
54%
-
-
(Other)
25
nation_team_id
VALUES:
671
(9%)
MISSING:
6,573
(91%)
DISTINCT:
33
(<1%)
ZEROES:
---
MAX
111k
95%
110k
Q3
1k
AVG
11k
MEDIAN
1k
Q1
1k
5%
1k
MIN
1k
RANGE
110k
IQR
33.0
STD
30,681
VAR
941.4M
KURT.
6.37
SKEW
2.89
SUM
7.4M
26
nation_position
VALUES:
671
(9%)
MISSING:
6,573
(91%)
DISTINCT:
28
(<1%)
27
nation_jersey_number
VALUES:
671
(9%)
MISSING:
6,573
(91%)
DISTINCT:
28
(<1%)
ZEROES:
---
MAX
28.0
95%
23.0
Q3
18.0
AVG
12.4
MEDIAN
12.0
Q1
6.0
5%
2.0
MIN
1.0
RANGE
27.0
IQR
12.0
STD
7.02
VAR
49.2
KURT.
-1.08
SKEW
0.096
SUM
8,342
28
preferred_foot
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
29
weak_foot
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
30
skill_moves
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
31
international_reputation
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
32
work_rate
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
33
body_type
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
34
real_face
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
35
release_clause_eur
VALUES:
6,703
(93%)
MISSING:
541
(7%)
DISTINCT:
772
(11%)
ZEROES:
---
MAX
373.5M
95%
49.4M
Q3
10.6M
AVG
12.2M
MEDIAN
4.6M
Q1
2.5M
5%
1.1M
MIN
0.2M
RANGE
373.3M
IQR
8.1M
STD
22.9M
VAR
525.8T
KURT.
37.9
SKEW
5.14
SUM
81.9B
36
player_tags
VALUES:
1,038
(14%)
MISSING:
6,206
(86%)
DISTINCT:
71
(<1%)
37
player_traits
VALUES:
5,462
(75%)
MISSING:
1,782
(25%)
DISTINCT:
931
(13%)
312
6%
-
-
Speed Dribbler (AI)
235
4%
-
-
Power Header
195
4%
-
-
Dives Into Tackles (AI)
185
3%
-
-
Injury Prone
173
3%
-
-
Long Shot Taker (AI)
168
3%
-
-
Long Passer (AI)
151
3%
-
-
Technical Dribbler (AI)
4,043
74%
-
-
(Other)
38
pace
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
69
(<1%)
ZEROES:
---
MAX
97.0
95%
87.0
Q3
78.0
MEDIAN
71.0
AVG
69.9
Q1
64.0
5%
47.0
MIN
28.0
RANGE
69.0
IQR
14.0
STD
12.1
VAR
146
KURT.
0.512
SKEW
-0.731
SUM
458k
39
shooting
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
75
(1%)
ZEROES:
---
MAX
94.0
95%
77.0
Q3
70.0
MEDIAN
63.0
AVG
59.3
Q1
50.0
5%
33.0
MIN
18.0
RANGE
76.0
IQR
20.0
STD
13.6
VAR
185
KURT.
-0.382
SKEW
-0.671
SUM
389k
40
passing
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
58
(<1%)
ZEROES:
---
MAX
93.0
95%
77.0
Q3
70.0
MEDIAN
65.0
AVG
64.5
Q1
60.0
5%
49.0
MIN
35.0
RANGE
58.0
IQR
10.0
STD
8.40
VAR
70.6
KURT.
0.130
SKEW
-0.364
SUM
422k
41
dribbling
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
59
(<1%)
ZEROES:
---
MAX
95.0
95%
81.0
Q3
74.0
MEDIAN
70.0
AVG
68.9
Q1
65.0
5%
52.0
MIN
35.0
RANGE
60.0
IQR
9.00
STD
8.25
VAR
68.0
KURT.
0.935
SKEW
-0.760
SUM
451k
42
defending
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
75
(1%)
ZEROES:
---
MAX
91.0
95%
77.0
Q3
70.0
MEDIAN
65.0
AVG
57.2
Q1
41.0
5%
28.0
MIN
16.0
RANGE
75.0
IQR
29.0
STD
16.9
VAR
286
KURT.
-1.08
SKEW
-0.567
SUM
375k
43
physic
VALUES:
6,553
(90%)
MISSING:
691
(10%)
DISTINCT:
54
(<1%)
ZEROES:
---
MAX
90.0
95%
81.0
Q3
76.0
MEDIAN
71.0
AVG
69.8
Q1
65.0
5%
54.0
MIN
35.0
RANGE
55.0
IQR
11.0
STD
8.28
VAR
68.6
KURT.
0.503
SKEW
-0.702
SUM
458k
44
attacking_crossing
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
88
(1%)
ZEROES:
---
MAX
94.0
95%
77.8
Q3
70.0
MEDIAN
63.0
AVG
56.6
Q1
48.0
5%
14.0
MIN
6.0
RANGE
88.0
IQR
22.0
STD
18.6
VAR
344
KURT.
0.247
SKEW
-1.07
SUM
410k
45
attacking_finishing
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
94
(1%)
ZEROES:
---
MAX
95.0
95%
77.0
Q3
69.0
MEDIAN
58.0
AVG
52.5
Q1
38.0
5%
13.0
MIN
2.0
RANGE
93.0
IQR
31.0
STD
20.2
VAR
409
KURT.
-0.672
SKEW
-0.628
SUM
380k
46
attacking_heading_accuracy
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
88
(1%)
ZEROES:
---
MAX
93.0
95%
78.0
Q3
70.0
MEDIAN
62.0
AVG
57.6
Q1
50.0
5%
14.0
MIN
5.0
RANGE
88.0
IQR
20.0
STD
17.8
VAR
319
KURT.
0.842
SKEW
-1.16
SUM
417k
47
attacking_short_passing
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
84
(1%)
ZEROES:
---
MAX
94.0
95%
80.0
Q3
74.0
MEDIAN
69.0
AVG
66.1
Q1
64.0
5%
30.0
MIN
11.0
RANGE
83.0
IQR
10.0
STD
13.4
VAR
179
KURT.
3.72
SKEW
-1.93
SUM
479k
48
attacking_volleys
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
87
(1%)
ZEROES:
---
MAX
90.0
95%
75.0
Q3
64.0
MEDIAN
53.0
AVG
49.3
Q1
35.0
5%
13.0
MIN
4.0
RANGE
86.0
IQR
29.0
STD
18.8
VAR
354
KURT.
-0.679
SKEW
-0.472
SUM
357k
49
skill_dribbling
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
92
(1%)
ZEROES:
---
MAX
96.0
95%
81.0
Q3
74.0
MEDIAN
68.0
AVG
62.7
Q1
59.0
5%
15.0
MIN
4.0
RANGE
92.0
IQR
15.0
STD
18.4
VAR
339
KURT.
1.75
SKEW
-1.58
SUM
454k
50
skill_curve
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
89
(1%)
ZEROES:
---
MAX
94.0
95%
80.0
Q3
69.0
MEDIAN
60.0
AVG
55.1
Q1
44.0
5%
15.0
MIN
6.0
RANGE
88.0
IQR
25.0
STD
19.1
VAR
364
KURT.
-0.332
SKEW
-0.738
SUM
399k
51
skill_fk_accuracy
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
89
(1%)
ZEROES:
---
MAX
94.0
95%
75.0
Q3
65.0
MEDIAN
50.0
AVG
48.9
Q1
35.0
5%
14.0
MIN
4.0
RANGE
90.0
IQR
30.0
STD
18.7
VAR
350
KURT.
-0.825
SKEW
-0.269
SUM
354k
52
skill_long_passing
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
84
(1%)
ZEROES:
---
MAX
93.0
95%
77.0
Q3
70.0
MEDIAN
64.0
AVG
60.6
Q1
55.0
5%
28.0
MIN
9.0
RANGE
84.0
IQR
15.0
STD
14.1
VAR
198
KURT.
1.39
SKEW
-1.23
SUM
439k
53
skill_ball_control
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
88
(1%)
ZEROES:
---
MAX
96.0
95%
81.0
Q3
74.0
MEDIAN
70.0
AVG
65.8
Q1
64.0
5%
22.0
MIN
8.0
RANGE
88.0
IQR
10.0
STD
15.8
VAR
250
KURT.
3.37
SKEW
-1.97
SUM
477k
54
movement_acceleration
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
82
(1%)
ZEROES:
---
MAX
97.0
95%
87.0
Q3
78.0
MEDIAN
70.0
AVG
67.2
Q1
59.0
5%
38.0
MIN
15.0
RANGE
82.0
IQR
19.0
STD
14.8
VAR
218
KURT.
0.089
SKEW
-0.720
SUM
487k
55
movement_sprint_speed
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
82
(1%)
ZEROES:
---
MAX
97.0
95%
87.0
Q3
78.0
MEDIAN
70.0
AVG
67.4
Q1
60.0
5%
38.0
MIN
15.0
RANGE
82.0
IQR
18.0
STD
14.5
VAR
212
KURT.
0.196
SKEW
-0.769
SUM
488k
56
movement_agility
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
78
(1%)
ZEROES:
---
MAX
96.0
95%
87.0
Q3
77.0
MEDIAN
70.0
AVG
67.3
Q1
60.0
5%
37.0
MIN
19.0
RANGE
77.0
IQR
17.0
STD
14.4
VAR
207
KURT.
0.238
SKEW
-0.764
SUM
488k
57
movement_reactions
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
---
MAX
94.0
95%
80.0
Q3
73.0
AVG
69.5
MEDIAN
69.0
Q1
66.0
5%
60.0
MIN
38.0
RANGE
56.0
IQR
7.00
STD
5.97
VAR
35.7
KURT.
0.791
SKEW
0.339
SUM
503k
58
movement_balance
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
78
(1%)
ZEROES:
---
MAX
96.0
95%
86.0
Q3
76.0
MEDIAN
68.0
AVG
65.7
Q1
57.0
5%
37.0
MIN
19.0
RANGE
77.0
IQR
19.0
STD
14.5
VAR
210
KURT.
-0.001
SKEW
-0.635
SUM
476k
59
power_shot_power
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
76
(1%)
ZEROES:
---
MAX
95.0
95%
82.0
Q3
74.0
MEDIAN
68.0
AVG
65.5
Q1
57.0
5%
44.0
MIN
20.0
RANGE
75.0
IQR
17.0
STD
11.9
VAR
142
KURT.
-0.068
SKEW
-0.637
SUM
475k
60
power_jumping
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
67
(<1%)
ZEROES:
---
MAX
95.0
95%
87.0
Q3
77.0
MEDIAN
70.0
AVG
68.4
Q1
61.0
5%
45.0
MIN
29.0
RANGE
66.0
IQR
16.0
STD
12.2
VAR
149
KURT.
0.370
SKEW
-0.613
SUM
495k
61
power_stamina
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
84
(1%)
ZEROES:
---
MAX
97.0
95%
88.0
Q3
78.0
MEDIAN
72.0
AVG
69.0
Q1
65.0
5%
33.0
MIN
13.0
RANGE
84.0
IQR
13.0
STD
15.1
VAR
227
KURT.
1.47
SKEW
-1.30
SUM
500k
62
power_strength
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
70
(<1%)
ZEROES:
---
MAX
95.0
95%
87.0
Q3
77.0
MEDIAN
70.0
AVG
69.4
Q1
63.0
5%
48.0
MIN
23.0
RANGE
72.0
IQR
14.0
STD
11.6
VAR
134
KURT.
0.604
SKEW
-0.631
SUM
503k
63
power_long_shots
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
90
(1%)
ZEROES:
---
MAX
94.0
95%
77.0
Q3
69.0
MEDIAN
62.0
AVG
54.7
Q1
43.0
5%
14.0
MIN
4.0
RANGE
90.0
IQR
26.0
STD
19.7
VAR
389
KURT.
-0.274
SKEW
-0.899
SUM
396k
64
mentality_aggression
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
85
(1%)
ZEROES:
---
MAX
95.0
95%
83.0
Q3
75.0
MEDIAN
67.0
AVG
62.5
Q1
54.0
5%
27.0
MIN
11.0
RANGE
84.0
IQR
21.0
STD
16.8
VAR
284
KURT.
0.080
SKEW
-0.893
SUM
453k
65
mentality_interceptions
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
86
(1%)
ZEROES:
---
MAX
91.0
95%
78.0
Q3
70.0
MEDIAN
63.0
AVG
53.0
Q1
32.0
5%
17.0
MIN
6.0
RANGE
85.0
IQR
38.0
STD
21.4
VAR
456
KURT.
-1.21
SKEW
-0.514
SUM
384k
66
mentality_positioning
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
94
(1%)
ZEROES:
---
MAX
96.0
95%
79.0
Q3
71.0
MEDIAN
65.0
AVG
57.3
Q1
49.0
5%
12.0
MIN
3.0
RANGE
93.0
IQR
22.0
STD
20.1
VAR
406
KURT.
0.190
SKEW
-1.11
SUM
415k
67
mentality_vision
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
84
(1%)
ZEROES:
---
MAX
95.0
95%
78.0
Q3
71.0
MEDIAN
64.0
AVG
61.2
Q1
54.0
5%
35.0
MIN
10.0
RANGE
85.0
IQR
17.0
STD
13.2
VAR
173
KURT.
0.295
SKEW
-0.792
SUM
443k
68
mentality_penalties
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
86
(1%)
ZEROES:
---
MAX
93.0
95%
76.0
Q3
66.0
MEDIAN
55.0
AVG
53.3
Q1
43.0
5%
21.0
MIN
8.0
RANGE
85.0
IQR
23.0
STD
16.3
VAR
265
KURT.
-0.228
SKEW
-0.520
SUM
386k
69
mentality_composure
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
79
(1%)
ZEROES:
---
MAX
96.0
95%
80.0
Q3
73.0
MEDIAN
68.0
AVG
66.7
Q1
62.0
5%
51.0
MIN
12.0
RANGE
84.0
IQR
11.0
STD
9.58
VAR
91.8
KURT.
3.03
SKEW
-1.10
SUM
483k
70
defending_marking_awareness
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
89
(1%)
ZEROES:
---
MAX
93.0
95%
77.0
Q3
70.0
MEDIAN
62.0
AVG
52.7
Q1
34.0
5%
15.0
MIN
4.0
RANGE
89.0
IQR
36.0
STD
20.9
VAR
438
KURT.
-1.08
SKEW
-0.536
SUM
382k
71
defending_standing_tackle
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
86
(1%)
ZEROES:
---
MAX
93.0
95%
78.0
Q3
72.0
MEDIAN
65.0
AVG
53.3
Q1
32.0
5%
14.0
MIN
7.0
RANGE
86.0
IQR
40.0
STD
22.4
VAR
503
KURT.
-1.19
SKEW
-0.556
SUM
386k
72
defending_sliding_tackle
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
87
(1%)
ZEROES:
---
MAX
92.0
95%
76.0
Q3
69.2
MEDIAN
61.0
AVG
50.6
Q1
29.0
5%
13.0
MIN
6.0
RANGE
86.0
IQR
40.2
STD
22.4
VAR
500
KURT.
-1.34
SKEW
-0.447
SUM
366k
73
goalkeeping_diving
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
53
(<1%)
ZEROES:
---
MAX
91.0
95%
72.0
Q3
14.0
AVG
16.5
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
2.0
RANGE
89.0
IQR
6.00
STD
18.7
VAR
349
KURT.
5.45
SKEW
2.67
SUM
120k
74
goalkeeping_handling
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
53
(<1%)
ZEROES:
---
MAX
92.0
95%
69.0
Q3
14.0
AVG
16.3
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
2.0
RANGE
90.0
IQR
6.00
STD
17.9
VAR
321
KURT.
5.45
SKEW
2.66
SUM
118k
75
goalkeeping_kicking
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
65
(<1%)
ZEROES:
---
MAX
93.0
95%
68.0
Q3
14.0
AVG
16.1
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
2.0
RANGE
91.0
IQR
6.00
STD
17.4
VAR
303
KURT.
5.59
SKEW
2.67
SUM
117k
76
goalkeeping_positioning
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
55
(<1%)
ZEROES:
---
MAX
92.0
95%
71.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
2.0
RANGE
90.0
IQR
6.00
STD
18.4
VAR
339
KURT.
5.47
SKEW
2.66
SUM
119k
77
goalkeeping_reflexes
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
50
(<1%)
ZEROES:
---
MAX
90.0
95%
74.0
Q3
14.0
AVG
16.6
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
2.0
RANGE
88.0
IQR
6.00
STD
19.1
VAR
366
KURT.
5.46
SKEW
2.67
SUM
120k
78
goalkeeping_speed
VALUES:
691
(10%)
MISSING:
6,553
(90%)
DISTINCT:
50
(<1%)
ZEROES:
---
MAX
65.0
95%
57.0
Q3
49.0
MEDIAN
43.0
AVG
42.6
Q1
36.0
5%
25.0
MIN
15.0
RANGE
50.0
IQR
13.0
STD
9.47
VAR
89.7
KURT.
-0.102
SKEW
-0.389
SUM
29,417
79
ls
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
167
(2%)
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
4,982
69%
-
-
(Other)
80
st
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
167
(2%)
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
4,982
69%
-
-
(Other)
81
rs
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
167
(2%)
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
4,982
69%
-
-
(Other)
82
lw
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
103
(1%)
479
7%
-
-
69
474
7%
-
-
68
399
6%
-
-
70
365
5%
-
-
71
355
5%
-
-
67
336
5%
-
-
72
296
4%
-
-
66
4,540
63%
-
-
(Other)
83
lf
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
102
(1%)
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
4,445
61%
-
-
(Other)
84
cf
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
102
(1%)
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
4,445
61%
-
-
(Other)
85
rf
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
102
(1%)
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
4,445
61%
-
-
(Other)
86
rw
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
103
(1%)
479
7%
-
-
69
474
7%
-
-
68
399
6%
-
-
70
365
5%
-
-
71
355
5%
-
-
67
336
5%
-
-
72
296
4%
-
-
66
4,540
63%
-
-
(Other)
87
lam
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
193
(3%)
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
5,011
69%
-
-
(Other)
88
cam
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
193
(3%)
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
5,011
69%
-
-
(Other)
89
ram
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
193
(3%)
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
5,011
69%
-
-
(Other)
90
lm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
177
(2%)
381
5%
-
-
68+2
376
5%
-
-
69+2
360
5%
-
-
67+2
318
4%
-
-
66+2
317
4%
-
-
70+2
295
4%
-
-
65+2
277
4%
-
-
71+2
4,920
68%
-
-
(Other)
91
lcm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
171
(2%)
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
4,697
65%
-
-
(Other)
92
cm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
171
(2%)
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
4,697
65%
-
-
(Other)
93
rcm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
171
(2%)
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
4,697
65%
-
-
(Other)
94
rm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
177
(2%)
381
5%
-
-
68+2
376
5%
-
-
69+2
360
5%
-
-
67+2
318
4%
-
-
66+2
317
4%
-
-
70+2
295
4%
-
-
65+2
277
4%
-
-
71+2
4,920
68%
-
-
(Other)
95
lwb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
147
(2%)
399
6%
-
-
67+2
369
5%
-
-
68+2
352
5%
-
-
66+2
285
4%
-
-
69+2
280
4%
-
-
70+2
276
4%
-
-
65+2
246
3%
-
-
64+2
5,037
70%
-
-
(Other)
96
ldm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
176
(2%)
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
5,077
70%
-
-
(Other)
97
cdm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
176
(2%)
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
5,077
70%
-
-
(Other)
98
rdm
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
176
(2%)
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
5,077
70%
-
-
(Other)
99
rwb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
147
(2%)
399
6%
-
-
67+2
369
5%
-
-
68+2
352
5%
-
-
66+2
285
4%
-
-
69+2
280
4%
-
-
70+2
276
4%
-
-
65+2
246
3%
-
-
64+2
5,037
70%
-
-
(Other)
100
lb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
142
(2%)
448
6%
-
-
67+2
427
6%
-
-
66+2
367
5%
-
-
68+2
355
5%
-
-
69+2
319
4%
-
-
70+2
279
4%
-
-
65+2
250
3%
-
-
71+2
4,799
66%
-
-
(Other)
101
lcb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
186
(3%)
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
5,512
76%
-
-
(Other)
102
cb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
186
(3%)
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
5,512
76%
-
-
(Other)
103
rcb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
186
(3%)
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
5,512
76%
-
-
(Other)
104
rb
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
142
(2%)
448
6%
-
-
67+2
427
6%
-
-
66+2
367
5%
-
-
68+2
355
5%
-
-
69+2
319
4%
-
-
70+2
279
4%
-
-
65+2
250
3%
-
-
71+2
4,799
66%
-
-
(Other)
105
gk
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
77
(1%)
106
player_face_url
VALUES:
7,244
(100%)
MISSING:
---
DISTINCT:
7,244
(100%)
1
<1%
-
-
https://cdn.sofifa.net/players/158/023/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/145/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/653/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/538/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/219/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/129/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/840/22_120.png
7,237
>99%
-
-
(Other)
107
club_logo_url
VALUES:
7,205
(>99%)
MISSING:
39
(<1%)
DISTINCT:
607
(8%)
29
<1%
-
-
https://cdn.sofifa.net/teams/449/60.png
28
<1%
-
-
https://cdn.sofifa.net/teams/234/60.png
28
<1%
-
-
https://cdn.sofifa.net/teams/73/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/95/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/241/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/5/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/69/60.png
7,013
97%
-
-
(Other)
108
club_flag_url
VALUES:
7,204
(>99%)
MISSING:
40
(<1%)
DISTINCT:
47
(<1%)
109
nation_logo_url
VALUES:
671
(9%)
MISSING:
6,573
(91%)
DISTINCT:
33
(<1%)
110
nation_flag_url
VALUES:
7,243
(>99%)
MISSING:
1
(<1%)
DISTINCT:
134
(2%)
663
9%
-
-
https://cdn.sofifa.net/flags/br.png
619
9%
-
-
https://cdn.sofifa.net/flags/es.png
545
8%
-
-
https://cdn.sofifa.net/flags/ar.png
438
6%
-
-
https://cdn.sofifa.net/flags/fr.png
415
6%
-
-
https://cdn.sofifa.net/flags/gb-eng.png
410
6%
-
-
https://cdn.sofifa.net/flags/de.png
221
3%
-
-
https://cdn.sofifa.net/flags/pt.png
3,932
54%
-
-
(Other)
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
sofifa_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

age
-0.76
pace
0.32
movement_sprint_speed
0.29
movement_acceleration
0.28
potential
0.26
goalkeeping_speed
-0.20
movement_reactions
-0.19
power_stamina
0.18
nation_jersey_number
0.17
weight_kg
-0.17
passing
-0.17
goalkeeping_positioning
-0.16
overall
-0.16
mentality_composure
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.40
international_reputation
0.36
club_contract_valid_until
0.26
real_face
0.25
league_name
0.25
club_flag_url
0.24
player_tags
0.19
skill_moves
0.16
club_position
0.16
body_type
0.14
work_rate
0.13
nation_logo_url
0.11
nation_position
0.10
weak_foot
0.07
MOST FREQUENT VALUES

158023
1
<0.1%
206145
1
<0.1%
210653
1
<0.1%
210538
1
<0.1%
210219
1
<0.1%
210129
1
<0.1%
209840
1
<0.1%
209818
1
<0.1%
209698
1
<0.1%
209610
1
<0.1%
209532
1
<0.1%
209521
1
<0.1%
209449
1
<0.1%
209378
1
<0.1%
209005
1
<0.1%
SMALLEST VALUES

41
1
<0.1%
1179
1
<0.1%
2147
1
<0.1%
3467
1
<0.1%
18115
1
<0.1%
18122
1
<0.1%
20775
1
<0.1%
20801
1
<0.1%
24630
1
<0.1%
25798
1
<0.1%
41236
1
<0.1%
45186
1
<0.1%
48745
1
<0.1%
49000
1
<0.1%
49486
1
<0.1%
LARGEST VALUES

264465
1
<0.1%
264348
1
<0.1%
264335
1
<0.1%
263893
1
<0.1%
263383
1
<0.1%
263377
1
<0.1%
263291
1
<0.1%
263288
1
<0.1%
263287
1
<0.1%
263286
1
<0.1%
263230
1
<0.1%
263139
1
<0.1%
262925
1
<0.1%
262908
1
<0.1%
262869
1
<0.1%
player_url
MISSING:
---
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/220002
1
<1%
-
-
https://sofifa.com/player/206145/benjamin-uphoff/220002
1
<1%
-
-
https://sofifa.com/player/210653/luis-quintana/220002
1
<1%
-
-
https://sofifa.com/player/210538/luca-zuffi/220002
1
<1%
-
-
https://sofifa.com/player/210219/emanuel-herrera/220002
1
<1%
-
-
https://sofifa.com/player/210129/gergo-lovrencsics/220002
1
<1%
-
-
https://sofifa.com/player/209840/julian-jeanvier/220002
1
<1%
-
-
https://sofifa.com/player/209818/joshua-brenet/220002
1
<1%
-
-
https://sofifa.com/player/209698/birama-toure/220002
1
<1%
-
-
https://sofifa.com/player/209610/jose-juan-vazquez/220002
1
<1%
-
-
https://sofifa.com/player/209532/daniel-bachmann/220002
1
<1%
-
-
https://sofifa.com/player/209521/alison-lopes-ferreira/220002
1
<1%
-
-
https://sofifa.com/player/209449/gerso-fernandes/220002
1
<1%
-
-
https://sofifa.com/player/209378/bart-van-hintum/220002
1
<1%
-
-
https://sofifa.com/player/209005/luis-cardozo/220002
1
<1%
-
-
https://sofifa.com/player/208862/jimmy-giraudon/220002
1
<1%
-
-
https://sofifa.com/player/208835/youssouf-mchangama/220002
1
<1%
-
-
https://sofifa.com/player/208817/jose-andres-rodriguez-gaitan/220002
1
<1%
-
-
https://sofifa.com/player/208719/philipp-kuhn/220002
1
<1%
-
-
https://sofifa.com/player/208638/roberto-antonio-correa-silva/220002
1
<1%
-
-
https://sofifa.com/player/208581/zymer-bytyqi/220002
1
<1%
-
-
https://sofifa.com/player/208534/alfie-mawson/220002
1
<1%
-
-
https://sofifa.com/player/208088/sergi-samper-montana/220002
1
<1%
-
-
https://sofifa.com/player/208014/matty-pearson/220002
1
<1%
-
-
https://sofifa.com/player/207956/pelly-ruddock-mpanzu/220002
1
<1%
-
-
https://sofifa.com/player/206561/christian-walton/220002
1
<1%
-
-
https://sofifa.com/player/206553/simon-falette/220002
1
<1%
-
-
https://sofifa.com/player/210703/luka-dordevic/220002
1
<1%
-
-
https://sofifa.com/player/210833/riccardo-improta/220002
1
<1%
-
-
https://sofifa.com/player/210880/riccardo-fiamozzi/220002
1
<1%
-
-
https://sofifa.com/player/211966/mahlon-romeo/220002
1
<1%
-
-
https://sofifa.com/player/212519/romain-philippoteaux/220002
1
<1%
-
-
https://sofifa.com/player/212466/carlos-cisneros/220002
1
<1%
-
-
https://sofifa.com/player/212454/callum-odowda/220002
1
<1%
-
-
https://sofifa.com/player/212424/wil-trapp/220002
1
<1%
-
-
https://sofifa.com/player/212381/roberto-insigne/220002
1
<1%
-
-
https://sofifa.com/player/212261/brandon-thomas-llamas/220002
1
<1%
-
-
https://sofifa.com/player/212249/sebastian-kerk/220002
1
<1%
-
-
https://sofifa.com/player/212129/borja-lopez-menendez/220002
1
<1%
-
-
https://sofifa.com/player/212121/jordi-vanlerberghe/220002
1
<1%
-
-
https://sofifa.com/player/212104/jaime-gomez/220002
1
<1%
-
-
https://sofifa.com/player/212095/alejandro-melean/220002
1
<1%
-
-
https://sofifa.com/player/211946/markus-kolke/220002
1
<1%
-
-
https://sofifa.com/player/210923/mohammed-al-owais/220002
1
<1%
-
-
https://sofifa.com/player/211504/lewis-baker/220002
1
<1%
-
-
https://sofifa.com/player/211384/jamal-lowe/220002
1
<1%
-
-
https://sofifa.com/player/211339/rudy-cardozo/220002
1
<1%
-
-
https://sofifa.com/player/211272/claudio-corvalan/220002
1
<1%
-
-
https://sofifa.com/player/211239/corentin-jean/220002
1
<1%
-
-
https://sofifa.com/player/211231/ramon-azeez/220002
1
<1%
-
-
https://sofifa.com/player/211177/arnor-ingvi-traustason/220002
1
<1%
-
-
https://sofifa.com/player/211057/pablo-valcarce-vidal/220002
1
<1%
-
-
https://sofifa.com/player/211037/cesar-de-la-hoz-lopez/220002
1
<1%
-
-
https://sofifa.com/player/211033/luis-manuel-garcia/220002
1
<1%
-
-
https://sofifa.com/player/210951/edison-flores/220002
1
<1%
-
-
https://sofifa.com/player/206436/yassine-benzia/220002
1
<1%
-
-
https://sofifa.com/player/206141/kalifa-coulibaly/220002
1
<1%
-
-
https://sofifa.com/player/223790/sheraldo-becker/220002
1
<1%
-
-
https://sofifa.com/player/206042/jacopo-dezi/220002
1
<1%
-
-
https://sofifa.com/player/202986/jin-ho-sin/220002
7,184
>99%
-
-
(Other)
short_name
MISSING:
---
7
<1%
-
-
J. Rodríguez
7
<1%
-
-
Paulinho
4
<1%
-
-
J. Angulo
4
<1%
-
-
Danilo
4
<1%
-
-
J. Martínez
4
<1%
-
-
L. Rodríguez
4
<1%
-
-
M. Camara
4
<1%
-
-
Gabriel
3
<1%
-
-
B. Johnson
3
<1%
-
-
L. Kelly
3
<1%
-
-
J. Murillo
3
<1%
-
-
L. García
3
<1%
-
-
M. Rodríguez
3
<1%
-
-
João Pedro
3
<1%
-
-
A. Bamba
3
<1%
-
-
Marcelo
3
<1%
-
-
L. González
3
<1%
-
-
Jairo
3
<1%
-
-
E. Martínez
3
<1%
-
-
Fernando
3
<1%
-
-
L. Díaz
3
<1%
-
-
J. Corona
3
<1%
-
-
J. Hernández
3
<1%
-
-
D. González
3
<1%
-
-
Guilherme
2
<1%
-
-
S. Johnson
2
<1%
-
-
V. Berisha
2
<1%
-
-
M. Sarr
2
<1%
-
-
Serginho
2
<1%
-
-
A. Touré
2
<1%
-
-
Rafinha
2
<1%
-
-
P. Aguilar
2
<1%
-
-
C. Traoré
2
<1%
-
-
Marcos Paulo
2
<1%
-
-
J. Ward
2
<1%
-
-
A. González
2
<1%
-
-
L. Krejčí
2
<1%
-
-
Joaquín
2
<1%
-
-
S. Diarra
2
<1%
-
-
D. Ward
2
<1%
-
-
Rogério
2
<1%
-
-
S. Pérez
2
<1%
-
-
J. Collins
2
<1%
-
-
P. Diop
2
<1%
-
-
J. Moreno
2
<1%
-
-
A. Silva
2
<1%
-
-
S. Rodríguez
2
<1%
-
-
M. Andersen
2
<1%
-
-
D. Martínez
2
<1%
-
-
Víctor Ruiz
2
<1%
-
-
J. González
2
<1%
-
-
Aitor
2
<1%
-
-
João Mário
2
<1%
-
-
Pedrinho
2
<1%
-
-
Felipe
2
<1%
-
-
J. Vuković
2
<1%
-
-
L. López
2
<1%
-
-
T. Boyd
2
<1%
-
-
Munir
2
<1%
-
-
G. Masouras
7,085
98%
-
-
(Other)
long_name
MISSING:
---
2
<1%
-
-
Ladislav Krejčí
2
<1%
-
-
Danny Ward
1
<1%
-
-
Lionel Andrés Messi Cuccittini
1
<1%
-
-
Simon Augustin Falette
1
<1%
-
-
Luis Fernando Quintana Vega
1
<1%
-
-
Luca Danilo Zuffi
1
<1%
-
-
Emanuel Herrera
1
<1%
-
-
Gergő Lovrencsics
1
<1%
-
-
Julian Jeanvier
1
<1%
-
-
Joshua Brenet
1
<1%
-
-
Birama Touré
1
<1%
-
-
José Juan Vázquez Gómez
1
<1%
-
-
Daniel Bachmann
1
<1%
-
-
Alison Lopes Ferreira
1
<1%
-
-
Gerso Fernandes
1
<1%
-
-
Bart van Hintum
1
<1%
-
-
Luis Carlos Cardozo Espillaga
1
<1%
-
-
Jimmy Giraudon
1
<1%
-
-
Youssouf Yacoub M'Changama
1
<1%
-
-
Andrés José Rodríguez Gaitán
1
<1%
-
-
Philipp Kühn
1
<1%
-
-
Roberto Antonio Correa Silva
1
<1%
-
-
Zymer Bytyqi
1
<1%
-
-
Alfie Mawson
1
<1%
-
-
Sergi Samper Montañá
1
<1%
-
-
Matthew Pearson
1
<1%
-
-
Pelly-Ruddock Mpanzu
1
<1%
-
-
Luka Đorđević
1
<1%
-
-
Riccardo Improta
1
<1%
-
-
Riccardo Fiamozzi
1
<1%
-
-
Mahlon Beresford Baker Romeo
1
<1%
-
-
Romain Philippoteaux
1
<1%
-
-
Carlos Ernesto Cisneros Barajas
1
<1%
-
-
Callum O'Dowda
1
<1%
-
-
Wil Trapp
1
<1%
-
-
Roberto Insigne
1
<1%
-
-
Brandon Thomas Llamas
1
<1%
-
-
Sebastian Kerk
1
<1%
-
-
Borja López Menéndez
1
<1%
-
-
Jordi Vanlerberghe
1
<1%
-
-
Jaime Gómez Valencia
1
<1%
-
-
Alejandro Melean Villarroel
1
<1%
-
-
Markus Kolke
1
<1%
-
-
Mohammed Al Owais
1
<1%
-
-
Lewis Baker
1
<1%
-
-
Jamal Lowe
1
<1%
-
-
Rudy Alejandro Cardozo Fernández
1
<1%
-
-
Claudio Gastón Corvalán
1
<1%
-
-
Corentin Jean
1
<1%
-
-
Ramon Olamilekan Azeez
1
<1%
-
-
Arnór Ingvi Traustason
1
<1%
-
-
Pablo Valcarce Vidal
1
<1%
-
-
César De La Hoz López
1
<1%
-
-
Luis Manuel García Palomera
1
<1%
-
-
Robert Mario Flores Bistolfi
1
<1%
-
-
Christian Walton
1
<1%
-
-
Yassine Benzia
1
<1%
-
-
이용 李镕
1
<1%
-
-
Benjamin Uphoff
1
<1%
-
-
Britt Curtis Assombalonga
7,182
>99%
-
-
(Other)
player_positions
MISSING:
---
967
13%
-
-
CB
691
10%
-
-
GK
645
9%
-
-
ST
473
7%
-
-
CDM, CM
304
4%
-
-
CM, CDM
203
3%
-
-
LB
200
3%
-
-
RB
153
2%
-
-
CM
101
1%
-
-
CAM, CM
92
1%
-
-
CB, RB
86
1%
-
-
CB, LB
81
1%
-
-
CM, CAM
81
1%
-
-
LB, LM
72
<1%
-
-
RM, LM
70
<1%
-
-
CDM
69
<1%
-
-
CB, CDM
63
<1%
-
-
LM, RM
62
<1%
-
-
RB, RM
58
<1%
-
-
RB, RWB
56
<1%
-
-
CAM
56
<1%
-
-
LB, LWB
55
<1%
-
-
RB, LB
50
<1%
-
-
RM
49
<1%
-
-
ST, LW
47
<1%
-
-
CM, CDM, CAM
47
<1%
-
-
LM
43
<1%
-
-
CDM, CB
43
<1%
-
-
RB, CB
42
<1%
-
-
ST, RM
38
<1%
-
-
RM, RW
38
<1%
-
-
LB, CB
37
<1%
-
-
ST, CAM
36
<1%
-
-
ST, RW
36
<1%
-
-
RW, LW
34
<1%
-
-
CDM, CM, CB
34
<1%
-
-
ST, LM
33
<1%
-
-
LM, ST
32
<1%
-
-
RW, RM
31
<1%
-
-
CAM, RM
30
<1%
-
-
ST, CF
30
<1%
-
-
LM, LW
29
<1%
-
-
LW, RW
28
<1%
-
-
LM, CAM
26
<1%
-
-
CAM, LM
25
<1%
-
-
RW
25
<1%
-
-
CDM, CM, CAM
25
<1%
-
-
CM, CAM, CDM
23
<1%
-
-
LWB, LB
23
<1%
-
-
RWB, RB
22
<1%
-
-
CAM, ST
21
<1%
-
-
LB, LWB, LM
21
<1%
-
-
CAM, CM, LM
19
<1%
-
-
RM, ST
19
<1%
-
-
RM, LM, ST
19
<1%
-
-
LW, LM
18
<1%
-
-
RM, LM, CAM
18
<1%
-
-
LM, RM, ST
18
<1%
-
-
CAM, CF
17
<1%
-
-
CDM, CB, CM
17
<1%
-
-
LW, ST
1,463
20%
-
-
(Other)
overall
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_reactions
0.79
value_eur
0.77
release_clause_eur
0.76
potential
0.75
wage_eur
0.74
passing
0.51
dribbling
0.49
mentality_composure
0.48
mentality_vision
0.34
shooting
0.31
power_shot_power
0.31
attacking_short_passing
0.28
goalkeeping_speed
0.27
club_team_id
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.65
gk
0.63
league_name
0.57
player_tags
0.48
nation_logo_url
0.45
real_face
0.45
body_type
0.40
club_flag_url
0.37
nation_position
0.36
skill_moves
0.32
league_level
0.25
club_contract_valid_until
0.24
club_position
0.16
weak_foot
0.15
MOST FREQUENT VALUES

69
939
13.0%
70
872
12.0%
68
840
11.6%
71
766
10.6%
72
733
10.1%
73
665
9.2%
75
503
6.9%
74
462
6.4%
76
328
4.5%
77
273
3.8%
78
200
2.8%
79
154
2.1%
80
121
1.7%
81
104
1.4%
82
85
1.2%
SMALLEST VALUES

68
840
11.6%
69
939
13.0%
70
872
12.0%
71
766
10.6%
72
733
10.1%
73
665
9.2%
74
462
6.4%
75
503
6.9%
76
328
4.5%
77
273
3.8%
78
200
2.8%
79
154
2.1%
80
121
1.7%
81
104
1.4%
82
85
1.2%
LARGEST VALUES

93
1
<0.1%
92
1
<0.1%
91
5
<0.1%
90
4
<0.1%
89
11
0.2%
88
8
0.1%
87
17
0.2%
86
22
0.3%
85
28
0.4%
84
43
0.6%
83
59
0.8%
82
85
1.2%
81
104
1.4%
80
121
1.7%
79
154
2.1%
potential
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.75
release_clause_eur
0.70
value_eur
0.68
wage_eur
0.57
movement_reactions
0.55
age
-0.48
dribbling
0.41
passing
0.34
club_team_id
-0.32
mentality_composure
0.32
sofifa_id
0.26
pace
0.25
mentality_vision
0.25
attacking_short_passing
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.59
gk
0.44
club_flag_url
0.42
international_reputation
0.42
nation_logo_url
0.38
club_contract_valid_until
0.37
player_tags
0.36
body_type
0.33
real_face
0.30
nation_position
0.30
skill_moves
0.26
league_level
0.21
work_rate
0.13
weak_foot
0.10
MOST FREQUENT VALUES

73
635
8.8%
72
619
8.5%
70
527
7.3%
71
524
7.2%
74
511
7.1%
75
509
7.0%
69
502
6.9%
76
485
6.7%
68
420
5.8%
78
379
5.2%
77
369
5.1%
79
324
4.5%
80
307
4.2%
82
257
3.5%
81
249
3.4%
SMALLEST VALUES

68
420
5.8%
69
502
6.9%
70
527
7.3%
71
524
7.2%
72
619
8.5%
73
635
8.8%
74
511
7.1%
75
509
7.0%
76
485
6.7%
77
369
5.1%
78
379
5.2%
79
324
4.5%
80
307
4.2%
81
249
3.4%
82
257
3.5%
LARGEST VALUES

95
1
<0.1%
93
4
<0.1%
92
6
<0.1%
91
10
0.1%
90
13
0.2%
89
28
0.4%
88
33
0.5%
87
51
0.7%
86
78
1.1%
85
107
1.5%
84
124
1.7%
83
172
2.4%
82
257
3.5%
81
249
3.4%
80
307
4.2%
value_eur
MISSING:
44
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

release_clause_eur
0.99
wage_eur
0.80
overall
0.77
potential
0.68
movement_reactions
0.61
dribbling
0.41
passing
0.39
mentality_composure
0.39
mentality_vision
0.30
attacking_short_passing
0.27
shooting
0.25
power_shot_power
0.25
skill_ball_control
0.24
skill_long_passing
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
0.68
gk
0.63
international_reputation
0.61
body_type
0.57
nation_logo_url
0.55
league_name
0.46
nation_position
0.41
real_face
0.36
skill_moves
0.30
club_flag_url
0.30
club_contract_valid_until
0.29
league_level
0.16
club_position
0.15
weak_foot
0.14
MOST FREQUENT VALUES

1600000.0
320
4.4%
1200000.0
275
3.8%
1400000.0
243
3.4%
1900000.0
230
3.2%
1300000.0
211
2.9%
1800000.0
189
2.6%
1500000.0
182
2.5%
2000000.0
158
2.2%
2100000.0
156
2.2%
1700000.0
150
2.1%
2400000.0
140
1.9%
5500000.0
138
1.9%
1100000.0
137
1.9%
2300000.0
136
1.9%
2500000.0
135
1.9%
SMALLEST VALUES

130000.0
9
0.1%
150000.0
13
0.2%
180000.0
10
0.1%
210000.0
19
0.3%
220000.0
9
0.1%
240000.0
5
<0.1%
250000.0
10
0.1%
275000.0
11
0.2%
300000.0
3
<0.1%
325000.0
20
0.3%
350000.0
14
0.2%
375000.0
6
<0.1%
400000.0
23
0.3%
425000.0
13
0.2%
450000.0
23
0.3%
LARGEST VALUES

194000000.0
1
<0.1%
137500000.0
1
<0.1%
129500000.0
1
<0.1%
129000000.0
1
<0.1%
125500000.0
1
<0.1%
119500000.0
3
<0.1%
116500000.0
1
<0.1%
114000000.0
1
<0.1%
112000000.0
1
<0.1%
108000000.0
1
<0.1%
107500000.0
2
<0.1%
104000000.0
1
<0.1%
102500000.0
1
<0.1%
101000000.0
2
<0.1%
100000000.0
1
<0.1%
wage_eur
MISSING:
39
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.80
release_clause_eur
0.80
overall
0.74
movement_reactions
0.60
potential
0.57
mentality_composure
0.39
passing
0.38
dribbling
0.37
mentality_vision
0.29
club_team_id
-0.27
attacking_short_passing
0.27
power_shot_power
0.25
skill_long_passing
0.25
skill_ball_control
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.66
gk
0.63
player_tags
0.62
league_name
0.61
body_type
0.57
nation_logo_url
0.48
club_flag_url
0.46
real_face
0.44
nation_position
0.39
skill_moves
0.28
club_contract_valid_until
0.22
league_level
0.15
weak_foot
0.14
club_position
0.13
MOST FREQUENT VALUES

6000.0
421
5.8%
5000.0
401
5.6%
7000.0
376
5.2%
8000.0
346
4.8%
4000.0
343
4.8%
9000.0
319
4.4%
10000.0
255
3.5%
3000.0
254
3.5%
11000.0
248
3.4%
12000.0
225
3.1%
14000.0
200
2.8%
13000.0
195
2.7%
15000.0
164
2.3%
2000.0
160
2.2%
16000.0
140
1.9%
SMALLEST VALUES

500.0
110
1.5%
550.0
34
0.5%
600.0
35
0.5%
650.0
36
0.5%
700.0
30
0.4%
750.0
30
0.4%
800.0
30
0.4%
850.0
32
0.4%
900.0
24
0.3%
950.0
19
0.3%
1000.0
133
1.8%
2000.0
160
2.2%
3000.0
254
3.5%
4000.0
343
4.8%
5000.0
401
5.6%
LARGEST VALUES

350000.0
2
<0.1%
320000.0
1
<0.1%
310000.0
2
<0.1%
290000.0
1
<0.1%
270000.0
5
<0.1%
260000.0
2
<0.1%
250000.0
3
<0.1%
240000.0
2
<0.1%
230000.0
3
<0.1%
220000.0
5
<0.1%
210000.0
2
<0.1%
200000.0
4
<0.1%
195000.0
1
<0.1%
190000.0
4
<0.1%
185000.0
4
<0.1%
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sofifa_id
-0.76
potential
-0.48
pace
-0.35
movement_sprint_speed
-0.33
movement_acceleration
-0.33
movement_agility
-0.21
skill_dribbling
-0.19
weight_kg
0.19
nation_jersey_number
-0.19
goalkeeping_positioning
0.18
release_clause_eur
-0.18
club_team_id
0.18
power_stamina
-0.17
movement_balance
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.38
club_contract_valid_until
0.36
league_name
0.30
club_flag_url
0.28
international_reputation
0.22
club_position
0.19
skill_moves
0.17
body_type
0.16
player_tags
0.15
work_rate
0.12
real_face
0.10
nation_logo_url
0.10
nation_position
0.10
weak_foot
0.06
MOST FREQUENT VALUES

29
669
9.2%
25
653
9.0%
26
613
8.5%
27
599
8.3%
28
597
8.2%
24
562
7.8%
30
501
6.9%
23
478
6.6%
31
477
6.6%
32
359
5.0%
22
337
4.7%
21
320
4.4%
33
287
4.0%
34
225
3.1%
35
147
2.0%
SMALLEST VALUES

17
4
<0.1%
18
27
0.4%
19
56
0.8%
20
125
1.7%
21
320
4.4%
22
337
4.7%
23
478
6.6%
24
562
7.8%
25
653
9.0%
26
613
8.5%
27
599
8.3%
28
597
8.2%
29
669
9.2%
30
501
6.9%
31
477
6.6%
LARGEST VALUES

43
2
<0.1%
41
2
<0.1%
40
9
0.1%
39
15
0.2%
38
35
0.5%
37
61
0.8%
36
84
1.2%
35
147
2.0%
34
225
3.1%
33
287
4.0%
32
359
5.0%
31
477
6.6%
30
501
6.9%
29
669
9.2%
28
597
8.2%
dob
MISSING:
---
103
1%
-
-
1992-02-29
99
1%
-
-
1996-02-29
72
<1%
-
-
2000-02-29
27
<1%
-
-
1988-02-29
11
<1%
-
-
1984-02-29
7
<1%
-
-
1994-03-20
7
<1%
-
-
1993-01-06
7
<1%
-
-
1991-01-08
7
<1%
-
-
1991-03-08
7
<1%
-
-
1993-03-05
7
<1%
-
-
1993-09-17
7
<1%
-
-
1994-03-05
6
<1%
-
-
1995-04-19
6
<1%
-
-
1995-02-09
6
<1%
-
-
1995-01-20
6
<1%
-
-
1992-02-12
6
<1%
-
-
1993-05-25
6
<1%
-
-
1996-09-30
6
<1%
-
-
1998-06-30
6
<1%
-
-
1993-03-09
6
<1%
-
-
1989-03-21
6
<1%
-
-
1994-04-25
6
<1%
-
-
1993-03-01
6
<1%
-
-
1994-01-19
6
<1%
-
-
1994-03-23
6
<1%
-
-
1996-01-23
6
<1%
-
-
1993-09-01
6
<1%
-
-
1997-11-21
6
<1%
-
-
1990-03-27
6
<1%
-
-
1995-03-09
6
<1%
-
-
1989-03-23
5
<1%
-
-
1992-01-15
5
<1%
-
-
1993-03-31
5
<1%
-
-
1996-01-19
5
<1%
-
-
1999-01-23
5
<1%
-
-
1995-09-15
5
<1%
-
-
1989-05-31
5
<1%
-
-
1995-07-19
5
<1%
-
-
1991-08-24
5
<1%
-
-
1990-03-29
5
<1%
-
-
1989-03-10
5
<1%
-
-
1992-08-25
5
<1%
-
-
1992-02-08
5
<1%
-
-
1989-04-04
5
<1%
-
-
1994-12-02
5
<1%
-
-
1990-08-19
5
<1%
-
-
1997-02-28
5
<1%
-
-
1996-08-14
5
<1%
-
-
1997-05-20
5
<1%
-
-
1994-05-06
5
<1%
-
-
1997-02-20
5
<1%
-
-
1990-03-28
5
<1%
-
-
1997-02-06
5
<1%
-
-
1996-06-28
5
<1%
-
-
1990-06-17
5
<1%
-
-
1990-01-06
5
<1%
-
-
1992-04-17
5
<1%
-
-
1996-01-11
5
<1%
-
-
1996-03-12
5
<1%
-
-
1993-03-23
6,624
91%
-
-
(Other)
height_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_balance
-0.80
weight_kg
0.78
movement_agility
-0.70
movement_acceleration
-0.60
power_strength
0.57
attacking_crossing
-0.56
physic
0.55
skill_dribbling
-0.53
skill_curve
-0.51
dribbling
-0.49
mentality_positioning
-0.48
movement_sprint_speed
-0.48
skill_fk_accuracy
-0.46
skill_ball_control
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

body_type
0.85
skill_moves
0.51
club_position
0.49
player_tags
0.41
gk
0.38
work_rate
0.33
league_name
0.27
club_flag_url
0.26
weak_foot
0.18
nation_position
0.16
nation_logo_url
0.11
club_contract_valid_until
0.10
international_reputation
0.07
league_level
0.06
MOST FREQUENT VALUES

180
506
7.0%
185
456
6.3%
178
444
6.1%
183
416
5.7%
175
380
5.2%
188
365
5.0%
184
345
4.8%
182
332
4.6%
186
315
4.3%
187
303
4.2%
177
292
4.0%
181
283
3.9%
179
267
3.7%
190
265
3.7%
176
256
3.5%
SMALLEST VALUES

156
1
<0.1%
158
3
<0.1%
160
1
<0.1%
161
3
<0.1%
162
2
<0.1%
163
11
0.2%
164
7
<0.1%
165
30
0.4%
166
23
0.3%
167
42
0.6%
168
72
1.0%
169
80
1.1%
170
174
2.4%
171
108
1.5%
172
160
2.2%
LARGEST VALUES

202
2
<0.1%
201
6
<0.1%
200
2
<0.1%
199
7
<0.1%
198
17
0.2%
197
24
0.3%
196
64
0.9%
195
56
0.8%
194
69
1.0%
193
122
1.7%
192
119
1.6%
191
183
2.5%
190
265
3.7%
189
187
2.6%
188
365
5.0%
weight_kg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

height_cm
0.78
movement_balance
-0.70
movement_agility
-0.65
power_strength
0.63
physic
0.59
movement_acceleration
-0.56
attacking_crossing
-0.51
skill_dribbling
-0.49
skill_curve
-0.46
dribbling
-0.45
movement_sprint_speed
-0.44
skill_ball_control
-0.43
mentality_positioning
-0.43
pace
-0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

body_type
0.72
skill_moves
0.47
club_position
0.45
player_tags
0.45
gk
0.36
work_rate
0.29
league_name
0.20
club_flag_url
0.19
nation_position
0.15
weak_foot
0.15
nation_logo_url
0.10
international_reputation
0.10
preferred_foot
0.08
club_contract_valid_until
0.07
MOST FREQUENT VALUES

70
496
6.8%
75
493
6.8%
80
438
6.0%
73
399
5.5%
78
396
5.5%
72
381
5.3%
76
364
5.0%
74
354
4.9%
77
340
4.7%
82
292
4.0%
79
285
3.9%
68
263
3.6%
83
231
3.2%
71
230
3.2%
81
214
3.0%
SMALLEST VALUES

54
1
<0.1%
55
3
<0.1%
56
7
<0.1%
57
3
<0.1%
58
10
0.1%
59
9
0.1%
60
40
0.6%
61
27
0.4%
62
59
0.8%
63
73
1.0%
64
91
1.3%
65
155
2.1%
66
147
2.0%
67
185
2.6%
68
263
3.6%
LARGEST VALUES

104
1
<0.1%
103
1
<0.1%
102
1
<0.1%
101
1
<0.1%
100
2
<0.1%
99
1
<0.1%
98
5
<0.1%
97
5
<0.1%
96
12
0.2%
95
19
0.3%
94
23
0.3%
93
26
0.4%
92
41
0.6%
91
38
0.5%
90
84
1.2%
club_team_id
MISSING:
39
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

potential
-0.32
wage_eur
-0.27
overall
-0.27
movement_reactions
-0.23
release_clause_eur
-0.22
value_eur
-0.21
nationality_id
0.20
age
0.18
height_cm
-0.13
passing
-0.13
mentality_composure
-0.12
dribbling
-0.12
defending
-0.11
goalkeeping_speed
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.69
club_flag_url
0.67
club_contract_valid_until
0.29
real_face
0.21
nation_logo_url
0.17
body_type
0.17
gk
0.17
international_reputation
0.16
club_position
0.14
nation_position
0.13
player_tags
0.12
league_level
0.10
work_rate
0.09
skill_moves
0.05
MOST FREQUENT VALUES

449.0
29
0.4%
73.0
28
0.4%
234.0
28
0.4%
95.0
27
0.4%
241.0
27
0.4%
5.0
27
0.4%
452.0
26
0.4%
453.0
26
0.4%
266.0
26
0.4%
1831.0
26
0.4%
111974.0
26
0.4%
69.0
26
0.4%
47.0
26
0.4%
481.0
26
0.4%
1853.0
26
0.4%
SMALLEST VALUES

1.0
25
0.3%
2.0
21
0.3%
3.0
14
0.2%
4.0
1
<0.1%
5.0
27
0.4%
7.0
24
0.3%
8.0
18
0.2%
9.0
26
0.4%
10.0
21
0.3%
11.0
26
0.4%
12.0
19
0.3%
13.0
25
0.3%
14.0
19
0.3%
15.0
15
0.2%
17.0
21
0.3%
LARGEST VALUES

115716.0
1
<0.1%
115535.0
3
<0.1%
115530.0
12
0.2%
115358.0
1
<0.1%
114899.0
9
0.1%
114688.0
2
<0.1%
114617.0
3
<0.1%
114604.0
3
<0.1%
114577.0
2
<0.1%
114575.0
2
<0.1%
114511.0
1
<0.1%
114398.0
3
<0.1%
114326.0
4
<0.1%
114162.0
10
0.1%
114161.0
8
0.1%
club_name
MISSING:
39
(<1%)
29
<1%
-
-
Real Betis Balompié
28
<1%
-
-
Paris Saint-Germain
28
<1%
-
-
SL Benfica
27
<1%
-
-
Leicester City
27
<1%
-
-
FC Barcelona
27
<1%
-
-
Chelsea
26
<1%
-
-
RCD Espanyol de Barcelona
26
<1%
-
-
RCD Mallorca
26
<1%
-
-
SK Slavia Praha
26
<1%
-
-
1. FC Union Berlin
26
<1%
-
-
U.S. Sassuolo Calcio
26
<1%
-
-
AS Monaco
26
<1%
-
-
AC Milan
26
<1%
-
-
Sevilla FC
26
<1%
-
-
Levante Unión Deportiva
26
<1%
-
-
Manchester United
26
<1%
-
-
Liverpool
26
<1%
-
-
Real Madrid CF
26
<1%
-
-
Lazio
25
<1%
-
-
Galatasaray SK
25
<1%
-
-
TSG Hoffenheim
25
<1%
-
-
FC Porto
25
<1%
-
-
Elche CF
25
<1%
-
-
Borussia Dortmund
25
<1%
-
-
Fulham
25
<1%
-
-
Juventus
25
<1%
-
-
Eintracht Frankfurt
25
<1%
-
-
CA Osasuna
25
<1%
-
-
Real Valladolid CF
25
<1%
-
-
Newcastle United
25
<1%
-
-
Inter
25
<1%
-
-
Arsenal
25
<1%
-
-
Hertha BSC
25
<1%
-
-
Rayo Vallecano
25
<1%
-
-
Watford
25
<1%
-
-
Villarreal CF
25
<1%
-
-
Valencia CF
24
<1%
-
-
Cádiz CF
24
<1%
-
-
River Plate
24
<1%
-
-
Fiorentina
24
<1%
-
-
Genoa
24
<1%
-
-
West Ham United
24
<1%
-
-
Napoli
24
<1%
-
-
Crystal Palace
24
<1%
-
-
Roma
24
<1%
-
-
Sheffield United
24
<1%
-
-
RB Leipzig
24
<1%
-
-
Bayer 04 Leverkusen
24
<1%
-
-
Fenerbahçe SK
24
<1%
-
-
Everton
23
<1%
-
-
Torino F.C.
23
<1%
-
-
Tottenham Hotspur
23
<1%
-
-
Racing Club
23
<1%
-
-
Atalanta
23
<1%
-
-
Ajax
23
<1%
-
-
1. FC Köln
23
<1%
-
-
Granada CF
23
<1%
-
-
Getafe CF
23
<1%
-
-
Hellas Verona
23
<1%
-
-
Brighton & Hove Albion
5,709
79%
-
-
(Other)
league_name
MISSING:
39
(<1%)
TOP CATEGORIES

Spain Primera Division
490
7%
English Premier League
467
6%
Italian Serie A
445
6%
German 1. Bundesliga
404
6%
French Ligue 1
393
5%
English League Championship
365
5%
Argentina Primera División
364
5%
Turkish Süper Lig
328
5%
Campeonato Brasileiro Série A
305
4%
USA Major League Soccer
301
4%
Spanish Segunda División
287
4%
Portuguese Liga ZON SAGRES
274
4%
Mexican Liga MX
260
4%
Belgian Jupiler Pro League
243
3%
German 2. Bundesliga
221
3%
Holland Eredivisie
185
3%
Japanese J. League Division 1
148
2%
(Other)
1,725
24%
ALL
7,205
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
league_name
PROVIDES INFORMATION ON...

league_level
1.00
club_flag_url
1.00
nation_logo_url
0.29
real_face
0.21
club_contract_valid_until
0.18
international_reputation
0.18
nation_position
0.16
player_tags
0.10
gk
0.07
club_position
0.06
body_type
0.05
work_rate
0.04
skill_moves
0.03
weak_foot
0.03

THESE FEATURES
GIVE INFORMATION
ON league_name:

club_flag_url
0.91
league_level
0.14
club_contract_valid_until
0.08
nation_logo_url
0.05
gk
0.05
club_position
0.04
real_face
0.03
international_reputation
0.03
body_type
0.03
nation_position
0.02
player_tags
0.02
work_rate
0.02
skill_moves
0.01
weak_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
league_name
CORRELATION RATIO WITH...

club_team_id
0.69
wage_eur
0.61
potential
0.59
overall
0.57
nationality_id
0.51
movement_reactions
0.48
release_clause_eur
0.46
value_eur
0.46
age
0.30
club_jersey_number
0.29
nation_jersey_number
0.29
mentality_composure
0.29
height_cm
0.27
sofifa_id
0.25
league_level
MISSING:
39
(<1%)
TOP CATEGORIES

1.0
6,072
84%
2.0
1,060
15%
3.0
73
1%
ALL
7,205
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
league_level
PROVIDES INFORMATION ON...

league_name
0.14
club_flag_url
0.06
nation_logo_url
0.05
nation_position
0.04
club_contract_valid_until
0.03
international_reputation
0.02
club_position
0.02
player_tags
0.01
gk
0.01
skill_moves
0.01
body_type
0.00
work_rate
0.00
weak_foot
0.00
real_face
0.00

THESE FEATURES
GIVE INFORMATION
ON league_level:

league_name
1.00
club_flag_url
0.38
club_contract_valid_until
0.11
club_position
0.08
nation_logo_url
0.06
nation_position
0.04
gk
0.03
international_reputation
0.03
body_type
0.01
skill_moves
0.01
player_tags
0.01
work_rate
0.01
weak_foot
0.00
real_face
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
league_level
CORRELATION RATIO WITH...

overall
0.25
potential
0.21
nation_jersey_number
0.20
movement_reactions
0.17
value_eur
0.16
wage_eur
0.15
release_clause_eur
0.15
mentality_composure
0.13
nationality_id
0.13
club_jersey_number
0.11
mentality_vision
0.11
club_team_id
0.10
power_shot_power
0.09
attacking_short_passing
0.09
club_position
MISSING:
39
(<1%)
TOP CATEGORIES

SUB
2,639
37%
GK
420
6%
RCB
369
5%
RES
365
5%
LCB
357
5%
ST
279
4%
RB
271
4%
LB
266
4%
LCM
248
3%
RCM
242
3%
LM
220
3%
RM
216
3%
CAM
194
3%
LDM
137
2%
LS
134
2%
RDM
127
2%
RS
119
2%
(Other)
602
8%
ALL
7,205
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
club_position
PROVIDES INFORMATION ON...

skill_moves
0.27
nation_position
0.16
player_tags
0.16
preferred_foot
0.14
nation_logo_url
0.12
work_rate
0.12
gk
0.10
league_level
0.08
body_type
0.08
weak_foot
0.05
league_name
0.04
club_flag_url
0.04
club_contract_valid_until
0.03
international_reputation
0.02

THESE FEATURES
GIVE INFORMATION
ON club_position:

skill_moves
0.13
gk
0.09
work_rate
0.07
league_name
0.06
club_flag_url
0.05
body_type
0.05
player_tags
0.05
nation_position
0.03
preferred_foot
0.03
nation_logo_url
0.03
weak_foot
0.02
club_contract_valid_until
0.02
league_level
0.02
international_reputation
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
club_position
CORRELATION RATIO WITH...

goalkeeping_positioning
0.77
goalkeeping_reflexes
0.77
goalkeeping_handling
0.77
goalkeeping_diving
0.77
goalkeeping_kicking
0.77
goalkeeping_speed
0.76
dribbling
0.75
physic
0.75
passing
0.75
shooting
0.73
defending
0.73
skill_ball_control
0.72
skill_dribbling
0.72
pace
0.71
club_jersey_number
MISSING:
39
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

nation_jersey_number
0.14
defending
-0.07
shooting
0.06
overall
-0.05
goalkeeping_speed
-0.05
defending_marking_awareness
-0.05
mentality_interceptions
-0.05
pace
0.05
sofifa_id
0.05
movement_reactions
-0.05
power_long_shots
0.05
dribbling
0.05
age
-0.05
physic
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_flag_url
0.30
league_name
0.29
club_position
0.16
gk
0.12
league_level
0.11
club_contract_valid_until
0.10
player_tags
0.10
nation_logo_url
0.08
nation_position
0.07
skill_moves
0.06
work_rate
0.05
real_face
0.05
international_reputation
0.04
weak_foot
0.03
MOST FREQUENT VALUES

10.0
379
5.3%
7.0
313
4.3%
9.0
313
4.3%
11.0
307
4.3%
8.0
304
4.2%
5.0
285
4.0%
1.0
283
3.9%
6.0
279
3.9%
4.0
261
3.6%
3.0
232
3.2%
2.0
229
3.2%
17.0
228
3.2%
23.0
219
3.0%
21.0
214
3.0%
14.0
212
2.9%
SMALLEST VALUES

1.0
283
3.9%
2.0
229
3.2%
3.0
232
3.2%
4.0
261
3.6%
5.0
285
4.0%
6.0
279
3.9%
7.0
313
4.3%
8.0
304
4.2%
9.0
313
4.3%
10.0
379
5.3%
11.0
307
4.3%
12.0
123
1.7%
13.0
156
2.2%
14.0
212
2.9%
15.0
186
2.6%
LARGEST VALUES

99.0
33
0.5%
98.0
9
0.1%
97.0
6
<0.1%
96.0
4
<0.1%
95.0
10
0.1%
94.0
10
0.1%
93.0
6
<0.1%
92.0
12
0.2%
91.0
12
0.2%
90.0
17
0.2%
89.0
7
<0.1%
88.0
26
0.4%
87.0
10
0.1%
85.0
1
<0.1%
84.0
1
<0.1%
club_loaned_from
MISSING:
6,747
(93%)
12
2%
-
-
Sporting CP
11
2%
-
-
Chelsea
11
2%
-
-
Manchester City
10
2%
-
-
Atlético de Madrid
9
2%
-
-
SL Benfica
8
2%
-
-
Olympiacos CFP
8
2%
-
-
Atalanta
7
1%
-
-
Brighton & Hove Albion
7
1%
-
-
Racing Club
7
1%
-
-
Parma
7
1%
-
-
Villarreal CF
7
1%
-
-
Roma
7
1%
-
-
Arsenal
6
1%
-
-
Inter
6
1%
-
-
Juventus
6
1%
-
-
FC Porto
5
1%
-
-
RB Leipzig
5
1%
-
-
Estudiantes de La Plata
5
1%
-
-
Manchester United
5
1%
-
-
Dijon FCO
5
1%
-
-
Wolverhampton Wanderers
5
1%
-
-
Club Deportivo Guadalajara
5
1%
-
-
Club Tijuana
5
1%
-
-
AC Milan
5
1%
-
-
Hertha BSC
5
1%
-
-
Real Sociedad
5
1%
-
-
Watford
5
1%
-
-
U.S. Sassuolo Calcio
4
<1%
-
-
1. FSV Mainz 05
4
<1%
-
-
Futebol Clube de Famalicão
4
<1%
-
-
Royal Antwerp FC
4
<1%
-
-
FC Bayern München
4
<1%
-
-
VfL Wolfsburg
4
<1%
-
-
Real Valladolid CF
4
<1%
-
-
FC Barcelona
4
<1%
-
-
SC Braga
4
<1%
-
-
Olympique de Marseille
4
<1%
-
-
Fiorentina
4
<1%
-
-
Portimonense SC
4
<1%
-
-
Real Madrid CF
4
<1%
-
-
Stade de Reims
3
<1%
-
-
Liverpool
3
<1%
-
-
Dynamo Kyiv
3
<1%
-
-
Bayer 04 Leverkusen
3
<1%
-
-
Argentinos Juniors
3
<1%
-
-
Club Atlético Lanús
3
<1%
-
-
San Lorenzo de Almagro
3
<1%
-
-
Dinamo Zagreb
3
<1%
-
-
CF Monterrey
3
<1%
-
-
İstanbul Başakşehir FK
3
<1%
-
-
Newell's Old Boys
3
<1%
-
-
RSC Anderlecht
3
<1%
-
-
Godoy Cruz
3
<1%
-
-
Galatasaray SK
3
<1%
-
-
Cádiz CF
3
<1%
-
-
Racing Club de Lens
3
<1%
-
-
Stoke City
3
<1%
-
-
Norwich City
3
<1%
-
-
TSG Hoffenheim
3
<1%
-
-
PSV
199
40%
-
-
(Other)
club_joined
MISSING:
536
(7%)
310
5%
-
-
2021-07-01
303
5%
-
-
2019-07-01
193
3%
-
-
2018-07-01
156
2%
-
-
2017-07-01
129
2%
-
-
2021-07-08
117
2%
-
-
2021-07-07
88
1%
-
-
2016-07-01
88
1%
-
-
2020-07-01
69
1%
-
-
2021-08-31
65
<1%
-
-
2015-07-01
57
<1%
-
-
2021-07-05
55
<1%
-
-
2020-01-01
55
<1%
-
-
2021-06-30
51
<1%
-
-
2020-10-05
49
<1%
-
-
2019-01-01
48
<1%
-
-
2021-01-01
46
<1%
-
-
2014-07-01
41
<1%
-
-
2020-09-01
39
<1%
-
-
2021-07-02
33
<1%
-
-
2019-07-03
33
<1%
-
-
2018-01-01
33
<1%
-
-
2021-08-13
32
<1%
-
-
2021-02-01
32
<1%
-
-
2018-07-02
30
<1%
-
-
2019-09-02
29
<1%
-
-
2020-08-04
29
<1%
-
-
2020-01-31
26
<1%
-
-
2021-09-01
26
<1%
-
-
2019-01-31
25
<1%
-
-
2021-07-13
24
<1%
-
-
2011-07-01
23
<1%
-
-
2021-07-19
22
<1%
-
-
2020-08-12
22
<1%
-
-
2020-08-28
21
<1%
-
-
2021-07-20
21
<1%
-
-
2013-07-01
21
<1%
-
-
2020-01-30
20
<1%
-
-
2021-07-30
20
<1%
-
-
2021-07-16
19
<1%
-
-
2021-07-14
19
<1%
-
-
2021-01-09
19
<1%
-
-
2021-08-30
19
<1%
-
-
2021-07-12
19
<1%
-
-
2020-09-08
18
<1%
-
-
2019-07-02
18
<1%
-
-
2021-07-03
18
<1%
-
-
2010-07-01
18
<1%
-
-
2021-08-10
18
<1%
-
-
2012-07-01
17
<1%
-
-
2020-09-07
17
<1%
-
-
2017-01-01
17
<1%
-
-
2019-07-18
17
<1%
-
-
2019-07-05
17
<1%
-
-
2021-08-04
17
<1%
-
-
2019-08-06
17
<1%
-
-
2021-08-06
17
<1%
-
-
2019-08-08
17
<1%
-
-
2021-07-28
17
<1%
-
-
2021-07-15
16
<1%
-
-
2021-08-25
3,856
57%
-
-
(Other)
club_contract_valid_until
MISSING:
39
(<1%)
TOP CATEGORIES

2022.0
2,452
34%
2023.0
1,764
24%
2024.0
1,584
22%
2025.0
597
8%
2021.0
537
7%
2026.0
257
4%
2027.0
12
<1%
2028.0
1
<1%
2031.0
1
<1%
ALL
7,205
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
club_contract_valid_until
PROVIDES INFORMATION ON...

league_level
0.11
club_flag_url
0.09
league_name
0.08
nation_logo_url
0.08
nation_position
0.06
player_tags
0.04
club_position
0.02
gk
0.01
international_reputation
0.01
body_type
0.01
real_face
0.01
work_rate
0.01
skill_moves
0.00
weak_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON club_contract_valid_until:

league_name
0.18
club_flag_url
0.17
league_level
0.03
nation_logo_url
0.03
club_position
0.03
gk
0.02
nation_position
0.02
player_tags
0.02
body_type
0.01
work_rate
0.01
international_reputation
0.00
skill_moves
0.00
real_face
0.00
weak_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
club_contract_valid_until
CORRELATION RATIO WITH...

potential
0.37
age
0.36
release_clause_eur
0.32
club_team_id
0.29
value_eur
0.29
sofifa_id
0.26
overall
0.24
wage_eur
0.22
nation_jersey_number
0.21
movement_reactions
0.18
movement_sprint_speed
0.14
movement_acceleration
0.14
nationality_id
0.12
pace
0.11
nationality_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

club_team_id
0.20
nation_team_id
0.19
potential
-0.14
height_cm
-0.13
movement_reactions
-0.12
pace
0.12
overall
-0.11
movement_acceleration
0.11
movement_agility
0.11
weight_kg
-0.10
movement_sprint_speed
0.10
wage_eur
-0.10
release_clause_eur
-0.09
value_eur
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
0.51
club_flag_url
0.51
nation_logo_url
0.31
player_tags
0.13
league_level
0.13
gk
0.12
body_type
0.12
club_contract_valid_until
0.12
international_reputation
0.10
real_face
0.08
club_position
0.08
nation_position
0.08
work_rate
0.07
skill_moves
0.06
MOST FREQUENT VALUES

54
663
9.2%
45
619
8.5%
52
545
7.5%
18
438
6.0%
14
415
5.7%
21
410
5.7%
38
221
3.1%
27
218
3.0%
34
190
2.6%
56
164
2.3%
7
149
2.1%
83
148
2.0%
163
125
1.7%
48
123
1.7%
60
118
1.6%
SMALLEST VALUES

1
21
0.3%
3
4
<0.1%
4
106
1.5%
5
1
<0.1%
6
1
<0.1%
7
149
2.1%
8
35
0.5%
9
2
<0.1%
10
86
1.2%
11
2
<0.1%
12
73
1.0%
13
108
1.5%
14
415
5.7%
15
14
0.2%
17
14
0.2%
LARGEST VALUES

219
20
0.3%
214
2
<0.1%
213
1
<0.1%
207
1
<0.1%
198
9
0.1%
197
1
<0.1%
195
44
0.6%
191
3
<0.1%
190
3
<0.1%
188
2
<0.1%
186
2
<0.1%
183
18
0.2%
181
3
<0.1%
167
72
1.0%
165
2
<0.1%
nationality_name
MISSING:
---
663
9%
-
-
Brazil
619
9%
-
-
Spain
545
8%
-
-
Argentina
438
6%
-
-
France
415
6%
-
-
England
410
6%
-
-
Germany
221
3%
-
-
Portugal
218
3%
-
-
Italy
190
3%
-
-
Netherlands
164
2%
-
-
Colombia
149
2%
-
-
Belgium
148
2%
-
-
Mexico
125
2%
-
-
Japan
123
2%
-
-
Turkey
118
2%
-
-
Uruguay
108
1%
-
-
Denmark
107
1%
-
-
United States
106
1%
-
-
Austria
92
1%
-
-
Sweden
90
1%
-
-
Norway
86
1%
-
-
Croatia
81
1%
-
-
Switzerland
75
1%
-
-
Scotland
73
1%
-
-
Poland
73
1%
-
-
Czech Republic
72
<1%
-
-
Korea Republic
69
<1%
-
-
Senegal
69
<1%
-
-
Paraguay
68
<1%
-
-
Serbia
64
<1%
-
-
Morocco
64
<1%
-
-
Nigeria
62
<1%
-
-
Russia
60
<1%
-
-
Chile
59
<1%
-
-
Greece
57
<1%
-
-
Ghana
55
<1%
-
-
Romania
49
<1%
-
-
Côte d'Ivoire
48
<1%
-
-
Ukraine
45
<1%
-
-
Republic of Ireland
44
<1%
-
-
Australia
39
<1%
-
-
Ecuador
36
<1%
-
-
Venezuela
36
<1%
-
-
Wales
35
<1%
-
-
Congo DR
35
<1%
-
-
Cameroon
35
<1%
-
-
Bosnia and Herzegovina
34
<1%
-
-
Slovakia
34
<1%
-
-
Algeria
32
<1%
-
-
Mali
31
<1%
-
-
China PR
30
<1%
-
-
Peru
26
<1%
-
-
South Africa
25
<1%
-
-
Slovenia
23
<1%
-
-
Hungary
22
<1%
-
-
Iceland
21
<1%
-
-
Albania
20
<1%
-
-
Kosovo
19
<1%
-
-
Canada
18
<1%
-
-
Saudi Arabia
18
<1%
-
-
Jamaica
353
5%
-
-
(Other)
nation_team_id
MISSING:
6,573
(91%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

nationality_id
0.19
goalkeeping_speed
0.13
power_jumping
0.08
overall
-0.08
physic
0.07
potential
-0.07
power_strength
0.07
passing
-0.06
wage_eur
-0.06
pace
-0.05
power_stamina
0.05
club_jersey_number
-0.05
club_team_id
0.05
nation_jersey_number
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_logo_url
1.00
nation_position
0.35
club_flag_url
0.16
league_name
0.15
player_tags
0.14
gk
0.13
club_position
0.09
body_type
0.08
real_face
0.08
international_reputation
0.07
club_contract_valid_until
0.06
league_level
0.05
work_rate
0.04
skill_moves
0.02
MOST FREQUENT VALUES

1369.0
23
3.4%
1330.0
23
3.4%
1366.0
23
3.4%
1370.0
23
3.4%
1386.0
23
3.4%
1322.0
23
3.4%
1338.0
23
3.4%
1331.0
23
3.4%
1357.0
23
3.4%
1387.0
23
3.4%
1362.0
23
3.4%
1343.0
23
3.4%
105035.0
23
3.4%
1318.0
23
3.4%
1337.0
23
3.4%
SMALLEST VALUES

1318.0
23
3.4%
1322.0
23
3.4%
1325.0
23
3.4%
1330.0
23
3.4%
1331.0
23
3.4%
1334.0
12
1.8%
1335.0
23
3.4%
1337.0
23
3.4%
1338.0
23
3.4%
1341.0
19
2.8%
1343.0
23
3.4%
1352.0
22
3.3%
1353.0
21
3.1%
1354.0
23
3.4%
1355.0
18
2.7%
LARGEST VALUES

111473.0
9
1.3%
111455.0
18
2.7%
110081.0
10
1.5%
105035.0
23
3.4%
1886.0
19
2.8%
1415.0
20
3.0%
1413.0
12
1.8%
1387.0
23
3.4%
1386.0
23
3.4%
1370.0
23
3.4%
1369.0
23
3.4%
1367.0
19
2.8%
1366.0
23
3.4%
1363.0
22
3.3%
1362.0
23
3.4%
nation_position
MISSING:
6,573
(91%)
TOP CATEGORIES

SUB
332
49%
GK
32
5%
RCB
31
5%
LCB
29
4%
LB
27
4%
ST
24
4%
RB
23
3%
RCM
22
3%
LCM
22
3%
RM
15
2%
RW
15
2%
CDM
14
2%
LW
14
2%
LM
14
2%
CAM
10
1%
RDM
9
1%
LDM
8
1%
(Other)
30
4%
ALL
671
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nation_position
PROVIDES INFORMATION ON...

nation_logo_url
0.53
player_tags
0.07
international_reputation
0.05
league_level
0.04
club_position
0.03
gk
0.03
real_face
0.03
skill_moves
0.03
league_name
0.02
club_flag_url
0.02
club_contract_valid_until
0.02
body_type
0.02
work_rate
0.02
preferred_foot
0.01

THESE FEATURES
GIVE INFORMATION
ON nation_position:

nation_logo_url
0.66
league_name
0.16
club_position
0.16
gk
0.14
club_flag_url
0.13
player_tags
0.11
skill_moves
0.07
body_type
0.07
club_contract_valid_until
0.06
international_reputation
0.06
work_rate
0.05
league_level
0.04
real_face
0.03
weak_foot
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nation_position
CORRELATION RATIO WITH...

nation_jersey_number
0.88
value_eur
0.41
release_clause_eur
0.40
wage_eur
0.39
overall
0.36
nation_team_id
0.35
potential
0.30
movement_reactions
0.29
goalkeeping_diving
0.24
goalkeeping_positioning
0.24
goalkeeping_reflexes
0.24
goalkeeping_handling
0.24
goalkeeping_kicking
0.24
goalkeeping_speed
0.23
nation_jersey_number
MISSING:
6,573
(91%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

physic
-0.21
defending
-0.20
age
-0.19
power_jumping
-0.18
attacking_finishing
0.17
sofifa_id
0.17
mentality_positioning
0.15
skill_dribbling
0.15
movement_agility
0.15
power_strength
-0.15
power_long_shots
0.15
shooting
0.15
movement_acceleration
0.15
skill_curve
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.88
nation_logo_url
0.86
league_name
0.29
club_flag_url
0.26
gk
0.24
player_tags
0.23
club_contract_valid_until
0.21
club_position
0.20
international_reputation
0.20
league_level
0.20
body_type
0.16
real_face
0.14
skill_moves
0.09
work_rate
0.07
MOST FREQUENT VALUES

10.0
31
4.6%
1.0
31
4.6%
11.0
30
4.5%
20.0
30
4.5%
5.0
30
4.5%
8.0
30
4.5%
12.0
29
4.3%
9.0
29
4.3%
6.0
29
4.3%
13.0
28
4.2%
7.0
28
4.2%
19.0
28
4.2%
3.0
28
4.2%
18.0
28
4.2%
21.0
27
4.0%
SMALLEST VALUES

1.0
31
4.6%
2.0
25
3.7%
3.0
28
4.2%
4.0
26
3.9%
5.0
30
4.5%
6.0
29
4.3%
7.0
28
4.2%
8.0
30
4.5%
9.0
29
4.3%
10.0
31
4.6%
11.0
30
4.5%
12.0
29
4.3%
13.0
28
4.2%
14.0
26
3.9%
15.0
26
3.9%
LARGEST VALUES

28.0
3
0.4%
27.0
2
0.3%
26.0
9
1.3%
25.0
4
0.6%
24.0
11
1.6%
23.0
27
4.0%
22.0
24
3.6%
21.0
27
4.0%
20.0
30
4.5%
19.0
28
4.2%
18.0
28
4.2%
17.0
26
3.9%
16.0
26
3.9%
15.0
26
3.9%
14.0
26
3.9%
preferred_foot
MISSING:
---
TOP CATEGORIES

Right
5,442
75%
Left
1,802
25%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
preferred_foot
PROVIDES INFORMATION ON...

club_position
0.03
nation_position
0.01
weak_foot
0.01
player_tags
0.01
skill_moves
0.00
nation_logo_url
0.00
gk
0.00
work_rate
0.00
body_type
0.00
club_flag_url
0.00
league_name
0.00
club_contract_valid_until
0.00
international_reputation
0.00
league_level
0.00

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

club_position
0.14
weak_foot
0.02
gk
0.02
nation_position
0.01
player_tags
0.01
skill_moves
0.01
work_rate
0.01
league_name
0.01
club_flag_url
0.01
nation_logo_url
0.00
body_type
0.00
club_contract_valid_until
0.00
international_reputation
0.00
league_level
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
preferred_foot
CORRELATION RATIO WITH...

attacking_crossing
0.18
skill_curve
0.15
skill_fk_accuracy
0.14
passing
0.12
skill_dribbling
0.10
pace
0.10
skill_long_passing
0.10
dribbling
0.10
movement_acceleration
0.10
movement_sprint_speed
0.09
skill_ball_control
0.09
defending_sliding_tackle
0.09
goalkeeping_positioning
0.09
goalkeeping_kicking
0.08
weak_foot
MISSING:
---
TOP CATEGORIES

3
4,215
58%
4
1,591
22%
2
1,212
17%
5
189
3%
1
37
<1%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weak_foot
PROVIDES INFORMATION ON...

skill_moves
0.05
player_tags
0.03
preferred_foot
0.02
nation_position
0.02
international_reputation
0.02
club_position
0.02
gk
0.02
nation_logo_url
0.02
work_rate
0.01
body_type
0.01
real_face
0.01
league_name
0.01
club_flag_url
0.01
league_level
0.00

THESE FEATURES
GIVE INFORMATION
ON weak_foot:

skill_moves
0.06
club_position
0.05
gk
0.04
league_name
0.03
player_tags
0.02
work_rate
0.02
club_flag_url
0.02
body_type
0.02
preferred_foot
0.01
international_reputation
0.01
nation_position
0.01
nation_logo_url
0.01
real_face
0.00
club_contract_valid_until
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weak_foot
CORRELATION RATIO WITH...

attacking_finishing
0.37
attacking_volleys
0.36
shooting
0.35
power_long_shots
0.34
mentality_penalties
0.33
mentality_positioning
0.33
mentality_vision
0.32
skill_dribbling
0.32
skill_curve
0.31
skill_ball_control
0.31
skill_fk_accuracy
0.30
dribbling
0.30
power_shot_power
0.29
passing
0.29
skill_moves
MISSING:
---
TOP CATEGORIES

3
3,338
46%
2
2,203
30%
4
961
13%
1
691
10%
5
51
<1%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
skill_moves
PROVIDES INFORMATION ON...

gk
0.14
club_position
0.13
player_tags
0.12
work_rate
0.12
body_type
0.08
nation_position
0.07
weak_foot
0.06
international_reputation
0.05
real_face
0.02
nation_logo_url
0.02
league_level
0.01
league_name
0.01
preferred_foot
0.01
club_flag_url
0.01

THESE FEATURES
GIVE INFORMATION
ON skill_moves:

club_position
0.27
gk
0.27
work_rate
0.16
body_type
0.11
player_tags
0.07
weak_foot
0.05
nation_position
0.03
league_name
0.03
international_reputation
0.02
club_flag_url
0.02
nation_logo_url
0.01
real_face
0.01
league_level
0.01
club_contract_valid_until
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
skill_moves
CORRELATION RATIO WITH...

goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_positioning
0.98
goalkeeping_handling
0.98
goalkeeping_kicking
0.98
goalkeeping_speed
0.97
dribbling
0.97
passing
0.95
physic
0.94
skill_ball_control
0.94
skill_dribbling
0.92
pace
0.90
shooting
0.89
attacking_short_passing
0.88
international_reputation
MISSING:
---
TOP CATEGORIES

1
5,876
81%
2
1,019
14%
3
284
4%
4
57
<1%
5
8
<1%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
international_reputation
PROVIDES INFORMATION ON...

real_face
0.16
player_tags
0.09
gk
0.09
nation_logo_url
0.08
nation_position
0.06
league_name
0.03
league_level
0.03
body_type
0.03
skill_moves
0.02
club_flag_url
0.02
weak_foot
0.01
club_position
0.01
club_contract_valid_until
0.00
work_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON international_reputation:

gk
0.36
league_name
0.18
real_face
0.15
club_flag_url
0.11
player_tags
0.11
nation_logo_url
0.08
body_type
0.08
nation_position
0.05
skill_moves
0.05
league_level
0.02
club_position
0.02
weak_foot
0.02
club_contract_valid_until
0.01
work_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
international_reputation
CORRELATION RATIO WITH...

wage_eur
0.66
overall
0.65
value_eur
0.61
release_clause_eur
0.58
movement_reactions
0.54
potential
0.42
mentality_composure
0.39
sofifa_id
0.36
mentality_vision
0.26
power_shot_power
0.26
age
0.22
attacking_short_passing
0.21
skill_long_passing
0.21
attacking_volleys
0.20
work_rate
MISSING:
---
TOP CATEGORIES

Medium/Medium
2,930
40%
High/Medium
1,697
23%
Medium/High
857
12%
High/High
657
9%
High/Low
379
5%
Medium/Low
327
5%
Low/High
222
3%
Low/Medium
163
2%
Low/Low
12
<1%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
work_rate
PROVIDES INFORMATION ON...

skill_moves
0.16
player_tags
0.15
club_position
0.07
nation_position
0.05
gk
0.04
nation_logo_url
0.03
body_type
0.03
weak_foot
0.02
club_flag_url
0.02
league_name
0.02
league_level
0.01
preferred_foot
0.01
international_reputation
0.01
club_contract_valid_until
0.01

THESE FEATURES
GIVE INFORMATION
ON work_rate:

skill_moves
0.12
club_position
0.12
player_tags
0.07
gk
0.07
league_name
0.04
club_flag_url
0.04
body_type
0.03
nation_position
0.02
weak_foot
0.01
nation_logo_url
0.01
club_contract_valid_until
0.01
international_reputation
0.00
preferred_foot
0.00
league_level
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
work_rate
CORRELATION RATIO WITH...

mentality_positioning
0.51
attacking_finishing
0.50
movement_acceleration
0.49
shooting
0.47
movement_sprint_speed
0.47
movement_agility
0.46
skill_dribbling
0.46
pace
0.46
defending_marking_awareness
0.46
defending_standing_tackle
0.46
mentality_interceptions
0.45
attacking_volleys
0.45
defending_sliding_tackle
0.45
defending
0.44
body_type
MISSING:
---
TOP CATEGORIES

Normal (170-185)
2,568
35%
Normal (185+)
1,717
24%
Lean (170-185)
1,300
18%
Lean (185+)
620
9%
Stocky (170-185)
294
4%
Normal (170-)
254
4%
Stocky (185+)
167
2%
Lean (170-)
136
2%
Unique
134
2%
Stocky (170-)
54
<1%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
body_type
PROVIDES INFORMATION ON...

player_tags
0.17
skill_moves
0.11
international_reputation
0.08
nation_position
0.07
nation_logo_url
0.06
gk
0.05
club_position
0.05
real_face
0.04
work_rate
0.03
league_name
0.03
club_flag_url
0.03
weak_foot
0.02
league_level
0.01
club_contract_valid_until
0.01

THESE FEATURES
GIVE INFORMATION
ON body_type:

skill_moves
0.08
club_position
0.08
gk
0.08
player_tags
0.07
league_name
0.05
club_flag_url
0.05
work_rate
0.03
international_reputation
0.03
nation_logo_url
0.02
nation_position
0.02
real_face
0.01
weak_foot
0.01
club_contract_valid_until
0.01
league_level
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
body_type
CORRELATION RATIO WITH...

height_cm
0.85
weight_kg
0.72
movement_balance
0.71
movement_agility
0.64
power_strength
0.58
wage_eur
0.57
value_eur
0.57
movement_acceleration
0.56
release_clause_eur
0.55
attacking_crossing
0.53
skill_dribbling
0.50
skill_curve
0.49
pace
0.49
dribbling
0.48
real_face
MISSING:
---
TOP CATEGORIES

No
5,340
74%
Yes
1,904
26%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real_face
PROVIDES INFORMATION ON...

international_reputation
0.15
nation_logo_url
0.05
player_tags
0.04
league_name
0.03
nation_position
0.03
club_flag_url
0.03
gk
0.03
body_type
0.01
skill_moves
0.01
weak_foot
0.00
club_contract_valid_until
0.00
work_rate
0.00
league_level
0.00
club_position
0.00

THESE FEATURES
GIVE INFORMATION
ON real_face:

league_name
0.21
international_reputation
0.16
club_flag_url
0.16
gk
0.11
nation_logo_url
0.05
player_tags
0.05
body_type
0.04
nation_position
0.03
skill_moves
0.02
weak_foot
0.01
club_contract_valid_until
0.01
club_position
0.00
work_rate
0.00
league_level
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
real_face
CORRELATION RATIO WITH...

overall
0.45
wage_eur
0.44
movement_reactions
0.40
value_eur
0.36
release_clause_eur
0.34
potential
0.30
mentality_composure
0.26
sofifa_id
0.25
club_team_id
0.21
mentality_vision
0.19
power_shot_power
0.17
attacking_short_passing
0.17
skill_long_passing
0.16
skill_ball_control
0.14
release_clause_eur
MISSING:
541
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.99
wage_eur
0.80
overall
0.76
potential
0.70
movement_reactions
0.61
dribbling
0.41
passing
0.39
mentality_composure
0.38
mentality_vision
0.30
attacking_short_passing
0.27
shooting
0.25
power_shot_power
0.24
skill_ball_control
0.24
skill_long_passing
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
0.66
gk
0.61
international_reputation
0.58
body_type
0.55
nation_logo_url
0.53
league_name
0.46
nation_position
0.40
real_face
0.34
club_contract_valid_until
0.32
club_flag_url
0.30
skill_moves
0.29
league_level
0.15
club_position
0.14
weak_foot
0.14
MOST FREQUENT VALUES

2400000.0
131
2.0%
3000000.0
125
1.9%
3600000.0
117
1.7%
2500000.0
117
1.7%
2300000.0
116
1.7%
2900000.0
111
1.7%
3200000.0
107
1.6%
2000000.0
106
1.6%
2700000.0
103
1.5%
2100000.0
103
1.5%
1900000.0
101
1.5%
1600000.0
101
1.5%
2600000.0
100
1.5%
1700000.0
99
1.5%
3800000.0
95
1.4%
SMALLEST VALUES

163000.0
2
<0.1%
188000.0
1
<0.1%
189000.0
2
<0.1%
195000.0
3
<0.1%
203000.0
1
<0.1%
208000.0
1
<0.1%
210000.0
1
<0.1%
218000.0
1
<0.1%
225000.0
2
<0.1%
228000.0
1
<0.1%
233000.0
1
<0.1%
243000.0
1
<0.1%
252000.0
1
<0.1%
255000.0
1
<0.1%
263000.0
2
<0.1%
LARGEST VALUES

373500000.0
1
<0.1%
253900000.0
1
<0.1%
246100000.0
1
<0.1%
244100000.0
1
<0.1%
238700000.0
1
<0.1%
238000000.0
1
<0.1%
232200000.0
1
<0.1%
230000000.0
1
<0.1%
224300000.0
1
<0.1%
219500000.0
1
<0.1%
210400000.0
1
<0.1%
206900000.0
2
<0.1%
197600000.0
1
<0.1%
197300000.0
1
<0.1%
197200000.0
1
<0.1%
player_tags
MISSING:
6,206
(86%)
TOP CATEGORIES

#Strength
311
30%
#Engine
157
15%
#Acrobat
153
15%
#Speedster
90
9%
#Aerial Threat, #Strength
43
4%
#Speedster, #Acrobat
42
4%
#Dribbler
34
3%
#Aerial Threat
24
2%
#Dribbler, #Acrobat
16
2%
#Speedster, #Dribbler, #Acrobat
13
1%
#Tactician 
13
1%
#Crosser
12
1%
#Engine, #Acrobat
9
<1%
#FK Specialist
9
<1%
#Playmaker 
9
<1%
#Tackling, #Tactician 
8
<1%
#Speedster, #Engine
7
<1%
(Other)
88
8%
ALL
1,038
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
player_tags
PROVIDES INFORMATION ON...

international_reputation
0.11
nation_position
0.11
nation_logo_url
0.10
body_type
0.07
skill_moves
0.07
work_rate
0.07
real_face
0.05
club_position
0.05
gk
0.04
weak_foot
0.02
league_name
0.02
club_flag_url
0.02
club_contract_valid_until
0.02
league_level
0.01

THESE FEATURES
GIVE INFORMATION
ON player_tags:

body_type
0.17
club_position
0.16
work_rate
0.15
gk
0.13
skill_moves
0.12
league_name
0.10
international_reputation
0.09
nation_logo_url
0.08
club_flag_url
0.08
nation_position
0.07
club_contract_valid_until
0.04
real_face
0.04
weak_foot
0.03
preferred_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
player_tags
CORRELATION RATIO WITH...

value_eur
0.68
release_clause_eur
0.66
wage_eur
0.62
power_strength
0.48
overall
0.48
weight_kg
0.45
movement_agility
0.44
movement_balance
0.43
height_cm
0.41
movement_acceleration
0.39
movement_reactions
0.39
potential
0.36
movement_sprint_speed
0.33
mentality_vision
0.31
player_traits
MISSING:
1,782
(25%)
312
6%
-
-
Speed Dribbler (AI)
235
4%
-
-
Power Header
195
4%
-
-
Dives Into Tackles (AI)
185
3%
-
-
Injury Prone
173
3%
-
-
Long Shot Taker (AI)
168
3%
-
-
Long Passer (AI)
151
3%
-
-
Technical Dribbler (AI)
132
2%
-
-
Flair, Technical Dribbler (AI)
116
2%
-
-
Solid Player
113
2%
-
-
Early Crosser
96
2%
-
-
Team Player
76
1%
-
-
Playmaker (AI)
75
1%
-
-
Comes For Crosses
72
1%
-
-
Leadership
71
1%
-
-
Flair
63
1%
-
-
Finesse Shot
61
1%
-
-
Long Throw-in
60
1%
-
-
Flair, Speed Dribbler (AI)
50
<1%
-
-
Leadership, Team Player
49
<1%
-
-
Long Shot Taker (AI), Technical Dribbler (AI)
48
<1%
-
-
Cautious With Crosses
48
<1%
-
-
Long Shot Taker (AI), Speed Dribbler (AI)
35
<1%
-
-
Flair, Long Shot Taker (AI), Technical Dribbler (AI)
33
<1%
-
-
Flair, Playmaker (AI), Technical Dribbler (AI)
32
<1%
-
-
Injury Prone, Speed Dribbler (AI)
32
<1%
-
-
Long Passer (AI), Long Shot Taker (AI)
32
<1%
-
-
Injury Prone, Dives Into Tackles (AI)
31
<1%
-
-
Early Crosser, Speed Dribbler (AI)
30
<1%
-
-
Long Shot Taker (AI), Playmaker (AI)
30
<1%
-
-
Outside Foot Shot
30
<1%
-
-
Saves with Feet
29
<1%
-
-
Flair, Outside Foot Shot, Technical Dribbler (AI)
28
<1%
-
-
Playmaker (AI), Technical Dribbler (AI)
27
<1%
-
-
Long Passer (AI), Power Header
27
<1%
-
-
GK Long Throw
27
<1%
-
-
Speed Dribbler (AI), Technical Dribbler (AI)
26
<1%
-
-
Injury Prone, Power Header
26
<1%
-
-
Dives Into Tackles (AI), Long Passer (AI)
23
<1%
-
-
Finesse Shot, Speed Dribbler (AI)
23
<1%
-
-
Finesse Shot, Technical Dribbler (AI)
22
<1%
-
-
Dives Into Tackles (AI), Power Header
22
<1%
-
-
Dives Into Tackles (AI), Long Shot Taker (AI)
20
<1%
-
-
Rushes Out Of Goal, Comes For Crosses
20
<1%
-
-
Power Free-Kick
19
<1%
-
-
Leadership, Power Header
19
<1%
-
-
Long Throw-in, Early Crosser
19
<1%
-
-
Long Passer (AI), Playmaker (AI)
19
<1%
-
-
Solid Player, Long Passer (AI)
18
<1%
-
-
Injury Prone, Long Passer (AI)
18
<1%
-
-
Flair, Long Shot Taker (AI)
17
<1%
-
-
Rushes Out Of Goal
17
<1%
-
-
Injury Prone, Long Shot Taker (AI)
17
<1%
-
-
Long Throw-in, Speed Dribbler (AI)
16
<1%
-
-
Injury Prone, Technical Dribbler (AI)
16
<1%
-
-
Power Header, Team Player
16
<1%
-
-
Power Free-Kick, Long Shot Taker (AI)
16
<1%
-
-
Speed Dribbler (AI), Outside Foot Shot
16
<1%
-
-
Finesse Shot, Flair, Long Shot Taker (AI), Technical Dribbler (AI)
15
<1%
-
-
Dives Into Tackles (AI), Team Player
15
<1%
-
-
Injury Prone, Team Player
2,035
37%
-
-
(Other)
pace
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_sprint_speed
0.97
movement_acceleration
0.96
movement_agility
0.72
movement_balance
0.57
dribbling
0.54
skill_dribbling
0.53
height_cm
-0.45
weight_kg
-0.43
mentality_positioning
0.42
attacking_crossing
0.42
power_strength
-0.41
defending
-0.37
attacking_finishing
0.36
mentality_interceptions
-0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.90
gk
0.87
club_position
0.71
body_type
0.49
work_rate
0.46
player_tags
0.25
weak_foot
0.25
nation_position
0.21
club_contract_valid_until
0.11
preferred_foot
0.10
league_name
0.10
club_flag_url
0.08
league_level
0.05
nation_logo_url
0.04
MOST FREQUENT VALUES

75.0
258
3.9%
77.0
255
3.9%
72.0
253
3.9%
71.0
242
3.7%
68.0
237
3.6%
70.0
234
3.6%
76.0
233
3.6%
73.0
231
3.5%
78.0
222
3.4%
69.0
214
3.3%
74.0
211
3.2%
67.0
209
3.2%
66.0
208
3.2%
79.0
193
2.9%
65.0
178
2.7%
SMALLEST VALUES

28.0
1
<0.1%
30.0
3
<0.1%
31.0
4
<0.1%
32.0
25
0.4%
33.0
19
0.3%
34.0
19
0.3%
35.0
17
0.3%
36.0
17
0.3%
37.0
10
0.2%
38.0
17
0.3%
39.0
15
0.2%
40.0
27
0.4%
41.0
33
0.5%
42.0
19
0.3%
43.0
22
0.3%
LARGEST VALUES

97.0
1
<0.1%
96.0
2
<0.1%
95.0
3
<0.1%
94.0
12
0.2%
93.0
20
0.3%
92.0
32
0.5%
91.0
54
0.8%
90.0
48
0.7%
89.0
51
0.8%
88.0
66
1.0%
87.0
79
1.2%
86.0
103
1.6%
85.0
122
1.9%
84.0
125
1.9%
83.0
165
2.5%
shooting
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.97
power_long_shots
0.92
attacking_volleys
0.87
mentality_positioning
0.87
power_shot_power
0.83
mentality_penalties
0.77
skill_dribbling
0.74
dribbling
0.74
mentality_vision
0.71
skill_ball_control
0.70
skill_curve
0.70
skill_fk_accuracy
0.63
passing
0.61
defending_sliding_tackle
-0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.89
gk
0.81
club_position
0.73
work_rate
0.47
body_type
0.42
weak_foot
0.35
player_tags
0.23
nation_position
0.22
international_reputation
0.13
league_name
0.12
club_flag_url
0.09
real_face
0.09
club_contract_valid_until
0.06
preferred_foot
0.06
MOST FREQUENT VALUES

67.0
298
4.5%
70.0
282
4.3%
68.0
281
4.3%
69.0
274
4.2%
71.0
259
4.0%
64.0
238
3.6%
65.0
225
3.4%
66.0
214
3.3%
63.0
205
3.1%
72.0
202
3.1%
73.0
173
2.6%
62.0
172
2.6%
60.0
168
2.6%
61.0
166
2.5%
74.0
154
2.4%
SMALLEST VALUES

18.0
1
<0.1%
20.0
1
<0.1%
21.0
1
<0.1%
22.0
5
<0.1%
23.0
6
<0.1%
24.0
17
0.3%
25.0
16
0.2%
26.0
21
0.3%
27.0
17
0.3%
28.0
29
0.4%
29.0
37
0.6%
30.0
40
0.6%
31.0
44
0.7%
32.0
70
1.1%
33.0
72
1.1%
LARGEST VALUES

94.0
1
<0.1%
92.0
2
<0.1%
91.0
2
<0.1%
90.0
1
<0.1%
89.0
1
<0.1%
88.0
1
<0.1%
87.0
5
<0.1%
86.0
9
0.1%
85.0
3
<0.1%
84.0
18
0.3%
83.0
17
0.3%
82.0
19
0.3%
81.0
29
0.4%
80.0
28
0.4%
79.0
46
0.7%
passing
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

mentality_vision
0.88
attacking_short_passing
0.84
attacking_crossing
0.82
dribbling
0.79
skill_ball_control
0.79
skill_curve
0.79
skill_dribbling
0.75
skill_long_passing
0.74
skill_fk_accuracy
0.72
power_long_shots
0.67
mentality_positioning
0.63
shooting
0.61
mentality_composure
0.54
attacking_volleys
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
gk
0.93
club_position
0.75
body_type
0.46
work_rate
0.40
weak_foot
0.29
nation_position
0.23
player_tags
0.21
international_reputation
0.14
league_name
0.12
preferred_foot
0.12
real_face
0.11
club_flag_url
0.09
club_contract_valid_until
0.07
MOST FREQUENT VALUES

67.0
373
5.7%
68.0
342
5.2%
65.0
336
5.1%
66.0
328
5.0%
70.0
328
5.0%
69.0
322
4.9%
64.0
299
4.6%
63.0
297
4.5%
62.0
295
4.5%
61.0
262
4.0%
71.0
251
3.8%
60.0
249
3.8%
72.0
238
3.6%
73.0
211
3.2%
59.0
195
3.0%
SMALLEST VALUES

35.0
2
<0.1%
36.0
1
<0.1%
37.0
1
<0.1%
38.0
5
<0.1%
39.0
7
0.1%
40.0
10
0.2%
41.0
9
0.1%
42.0
17
0.3%
43.0
20
0.3%
44.0
31
0.5%
45.0
36
0.5%
46.0
40
0.6%
47.0
57
0.9%
48.0
55
0.8%
49.0
76
1.2%
LARGEST VALUES

93.0
1
<0.1%
91.0
2
<0.1%
90.0
1
<0.1%
89.0
2
<0.1%
88.0
2
<0.1%
87.0
3
<0.1%
86.0
12
0.2%
85.0
10
0.2%
84.0
11
0.2%
83.0
20
0.3%
82.0
26
0.4%
81.0
42
0.6%
80.0
39
0.6%
79.0
63
1.0%
78.0
56
0.9%
dribbling
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.97
skill_ball_control
0.91
passing
0.79
mentality_positioning
0.79
mentality_vision
0.78
movement_agility
0.76
shooting
0.74
skill_curve
0.74
attacking_finishing
0.71
power_long_shots
0.70
attacking_crossing
0.69
movement_balance
0.67
attacking_volleys
0.66
attacking_short_passing
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
gk
0.94
club_position
0.75
body_type
0.48
work_rate
0.44
weak_foot
0.30
nation_position
0.23
player_tags
0.22
league_name
0.12
international_reputation
0.11
preferred_foot
0.10
real_face
0.09
club_flag_url
0.09
club_contract_valid_until
0.09
MOST FREQUENT VALUES

73.0
426
6.5%
72.0
414
6.3%
69.0
414
6.3%
71.0
409
6.2%
70.0
394
6.0%
68.0
361
5.5%
74.0
347
5.3%
75.0
320
4.9%
67.0
284
4.3%
76.0
238
3.6%
66.0
236
3.6%
65.0
232
3.5%
77.0
210
3.2%
64.0
199
3.0%
63.0
155
2.4%
SMALLEST VALUES

35.0
1
<0.1%
36.0
1
<0.1%
37.0
3
<0.1%
39.0
2
<0.1%
40.0
6
<0.1%
41.0
8
0.1%
42.0
12
0.2%
43.0
9
0.1%
44.0
16
0.2%
45.0
25
0.4%
46.0
26
0.4%
47.0
17
0.3%
48.0
25
0.4%
49.0
43
0.7%
50.0
42
0.6%
LARGEST VALUES

95.0
1
<0.1%
94.0
1
<0.1%
92.0
1
<0.1%
91.0
3
<0.1%
90.0
5
<0.1%
89.0
2
<0.1%
88.0
14
0.2%
87.0
18
0.3%
86.0
23
0.4%
85.0
28
0.4%
84.0
36
0.5%
83.0
48
0.7%
82.0
73
1.1%
81.0
83
1.3%
80.0
108
1.6%
defending
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.98
defending_sliding_tackle
0.97
mentality_interceptions
0.97
defending_marking_awareness
0.96
attacking_finishing
-0.65
mentality_aggression
0.63
shooting
-0.59
attacking_volleys
-0.56
mentality_positioning
-0.53
mentality_penalties
-0.51
physic
0.48
power_long_shots
-0.43
skill_dribbling
-0.40
movement_agility
-0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.79
gk
0.73
club_position
0.73
work_rate
0.44
nation_position
0.22
player_tags
0.19
body_type
0.15
league_name
0.12
weak_foot
0.12
club_flag_url
0.11
preferred_foot
0.08
international_reputation
0.08
real_face
0.08
nation_logo_url
0.05
MOST FREQUENT VALUES

70.0
353
5.4%
68.0
336
5.1%
69.0
318
4.9%
67.0
310
4.7%
71.0
264
4.0%
66.0
248
3.8%
72.0
245
3.7%
65.0
217
3.3%
73.0
210
3.2%
74.0
189
2.9%
64.0
184
2.8%
75.0
158
2.4%
63.0
135
2.1%
76.0
121
1.8%
36.0
117
1.8%
SMALLEST VALUES

16.0
1
<0.1%
17.0
1
<0.1%
18.0
1
<0.1%
19.0
6
<0.1%
20.0
10
0.2%
21.0
15
0.2%
22.0
24
0.4%
23.0
28
0.4%
24.0
43
0.7%
25.0
51
0.8%
26.0
63
1.0%
27.0
79
1.2%
28.0
62
0.9%
29.0
95
1.4%
30.0
99
1.5%
LARGEST VALUES

91.0
1
<0.1%
89.0
3
<0.1%
88.0
2
<0.1%
87.0
7
0.1%
86.0
9
0.1%
85.0
10
0.2%
84.0
13
0.2%
83.0
19
0.3%
82.0
27
0.4%
81.0
24
0.4%
80.0
51
0.8%
79.0
58
0.9%
78.0
63
1.0%
77.0
86
1.3%
76.0
121
1.8%
physic
MISSING:
691
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_strength
0.88
mentality_aggression
0.73
attacking_heading_accuracy
0.59
weight_kg
0.59
height_cm
0.55
movement_balance
-0.49
defending
0.48
movement_agility
-0.48
mentality_interceptions
0.44
defending_standing_tackle
0.44
defending_marking_awareness
0.44
power_jumping
0.43
defending_sliding_tackle
0.42
power_stamina
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.94
gk
0.94
club_position
0.75
work_rate
0.41
player_tags
0.23
nation_position
0.22
body_type
0.21
weak_foot
0.19
league_name
0.10
club_flag_url
0.09
preferred_foot
0.05
club_contract_valid_until
0.05
real_face
0.04
nation_logo_url
0.04
MOST FREQUENT VALUES

75.0
366
5.6%
72.0
342
5.2%
73.0
334
5.1%
69.0
326
5.0%
74.0
325
5.0%
71.0
319
4.9%
70.0
314
4.8%
77.0
302
4.6%
76.0
301
4.6%
68.0
299
4.6%
67.0
271
4.1%
78.0
250
3.8%
66.0
237
3.6%
79.0
215
3.3%
65.0
196
3.0%
SMALLEST VALUES

35.0
1
<0.1%
37.0
2
<0.1%
39.0
3
<0.1%
40.0
3
<0.1%
41.0
5
<0.1%
42.0
10
0.2%
43.0
9
0.1%
44.0
6
<0.1%
45.0
12
0.2%
46.0
12
0.2%
47.0
21
0.3%
48.0
25
0.4%
49.0
26
0.4%
50.0
33
0.5%
51.0
41
0.6%
LARGEST VALUES

90.0
1
<0.1%
89.0
3
<0.1%
88.0
8
0.1%
87.0
16
0.2%
86.0
23
0.4%
85.0
28
0.4%
84.0
61
0.9%
83.0
71
1.1%
82.0
103
1.6%
81.0
145
2.2%
80.0
183
2.8%
79.0
215
3.3%
78.0
250
3.8%
77.0
302
4.6%
76.0
301
4.6%
attacking_crossing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.86
skill_curve
0.85
skill_ball_control
0.83
passing
0.82
mentality_positioning
0.80
attacking_short_passing
0.79
power_long_shots
0.76
skill_fk_accuracy
0.74
skill_long_passing
0.72
goalkeeping_diving
-0.72
goalkeeping_positioning
-0.72
goalkeeping_reflexes
-0.72
goalkeeping_handling
-0.72
goalkeeping_kicking
-0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.82
gk
0.74
club_position
0.67
body_type
0.53
work_rate
0.41
player_tags
0.27
weak_foot
0.26
nation_position
0.21
preferred_foot
0.18
international_reputation
0.14
league_name
0.13
real_face
0.12
club_flag_url
0.10
club_contract_valid_until
0.08
MOST FREQUENT VALUES

68
315
4.3%
65
308
4.3%
70
298
4.1%
67
294
4.1%
69
274
3.8%
66
271
3.7%
64
255
3.5%
72
233
3.2%
71
210
2.9%
63
203
2.8%
62
192
2.7%
74
191
2.6%
59
183
2.5%
73
181
2.5%
58
169
2.3%
SMALLEST VALUES

6
1
<0.1%
7
3
<0.1%
8
7
<0.1%
9
12
0.2%
10
35
0.5%
11
79
1.1%
12
79
1.1%
13
101
1.4%
14
78
1.1%
15
74
1.0%
16
26
0.4%
17
36
0.5%
18
43
0.6%
19
34
0.5%
20
37
0.5%
LARGEST VALUES

94
1
<0.1%
92
1
<0.1%
91
3
<0.1%
90
1
<0.1%
89
2
<0.1%
88
7
<0.1%
87
4
<0.1%
86
13
0.2%
85
16
0.2%
84
17
0.2%
83
19
0.3%
82
37
0.5%
81
37
0.5%
80
49
0.7%
79
57
0.8%
attacking_finishing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

shooting
0.97
mentality_positioning
0.91
attacking_volleys
0.90
power_long_shots
0.89
mentality_penalties
0.83
skill_dribbling
0.83
skill_ball_control
0.79
skill_curve
0.78
power_shot_power
0.73
skill_fk_accuracy
0.71
dribbling
0.71
mentality_vision
0.69
attacking_crossing
0.68
attacking_short_passing
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.80
club_position
0.69
gk
0.66
work_rate
0.50
body_type
0.41
weak_foot
0.37
player_tags
0.25
nation_position
0.22
international_reputation
0.14
league_name
0.12
club_flag_url
0.10
real_face
0.09
club_contract_valid_until
0.07
nation_logo_url
0.06
MOST FREQUENT VALUES

68
251
3.5%
70
240
3.3%
69
208
2.9%
65
204
2.8%
66
194
2.7%
64
194
2.7%
67
193
2.7%
63
183
2.5%
72
177
2.4%
73
172
2.4%
75
161
2.2%
74
161
2.2%
71
158
2.2%
60
149
2.1%
62
148
2.0%
SMALLEST VALUES

2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
5
11
0.2%
6
19
0.3%
7
22
0.3%
8
35
0.5%
9
46
0.6%
10
50
0.7%
11
68
0.9%
12
80
1.1%
13
79
1.1%
14
74
1.0%
15
52
0.7%
16
46
0.6%
LARGEST VALUES

95
3
<0.1%
94
2
<0.1%
93
3
<0.1%
92
1
<0.1%
91
2
<0.1%
90
2
<0.1%
89
5
<0.1%
88
5
<0.1%
87
5
<0.1%
86
8
0.1%
85
16
0.2%
84
20
0.3%
83
28
0.4%
82
31
0.4%
81
33
0.5%
attacking_heading_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
-0.77
goalkeeping_handling
-0.77
goalkeeping_diving
-0.77
goalkeeping_positioning
-0.76
goalkeeping_kicking
-0.76
mentality_aggression
0.70
attacking_short_passing
0.64
skill_ball_control
0.64
physic
0.59
power_stamina
0.57
defending_marking_awareness
0.54
defending_standing_tackle
0.53
skill_dribbling
0.53
defending_sliding_tackle
0.50

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.81
gk
0.79
club_position
0.68
work_rate
0.35
player_tags
0.27
nation_position
0.21
weak_foot
0.16
body_type
0.13
league_name
0.13
international_reputation
0.11
club_flag_url
0.10
real_face
0.08
nation_logo_url
0.06
league_level
0.04
MOST FREQUENT VALUES

68
269
3.7%
70
267
3.7%
58
251
3.5%
69
237
3.3%
59
226
3.1%
65
224
3.1%
72
217
3.0%
67
216
3.0%
64
215
3.0%
62
205
2.8%
73
201
2.8%
74
199
2.7%
66
191
2.6%
60
186
2.6%
71
186
2.6%
SMALLEST VALUES

5
1
<0.1%
7
2
<0.1%
8
6
<0.1%
9
9
0.1%
10
51
0.7%
11
65
0.9%
12
88
1.2%
13
94
1.3%
14
85
1.2%
15
59
0.8%
16
50
0.7%
17
35
0.5%
18
27
0.4%
19
30
0.4%
20
40
0.6%
LARGEST VALUES

93
2
<0.1%
92
3
<0.1%
91
2
<0.1%
90
5
<0.1%
89
3
<0.1%
88
3
<0.1%
87
7
<0.1%
86
10
0.1%
85
18
0.2%
84
32
0.4%
83
43
0.6%
82
40
0.6%
81
54
0.7%
80
59
0.8%
79
80
1.1%
attacking_short_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_ball_control
0.93
skill_long_passing
0.89
skill_dribbling
0.87
goalkeeping_diving
-0.85
goalkeeping_reflexes
-0.85
goalkeeping_positioning
-0.85
goalkeeping_handling
-0.84
goalkeeping_kicking
-0.84
passing
0.84
attacking_crossing
0.79
mentality_positioning
0.76
skill_curve
0.75
power_long_shots
0.74
power_stamina
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.89
skill_moves
0.88
club_position
0.69
body_type
0.40
work_rate
0.35
weak_foot
0.28
player_tags
0.23
nation_position
0.22
international_reputation
0.21
league_name
0.20
real_face
0.17
club_flag_url
0.13
nation_logo_url
0.12
club_contract_valid_until
0.10
MOST FREQUENT VALUES

70
434
6.0%
68
414
5.7%
72
397
5.5%
67
391
5.4%
73
388
5.4%
66
369
5.1%
69
365
5.0%
71
362
5.0%
74
361
5.0%
75
325
4.5%
65
320
4.4%
64
304
4.2%
76
249
3.4%
63
211
2.9%
77
198
2.7%
SMALLEST VALUES

11
2
<0.1%
12
4
<0.1%
13
1
<0.1%
14
3
<0.1%
15
12
0.2%
16
8
0.1%
17
14
0.2%
18
9
0.1%
19
10
0.1%
20
18
0.2%
21
8
0.1%
22
17
0.2%
23
25
0.3%
24
44
0.6%
25
40
0.6%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
3
<0.1%
91
4
<0.1%
90
5
<0.1%
89
3
<0.1%
88
8
0.1%
87
10
0.1%
86
16
0.2%
85
42
0.6%
84
46
0.6%
83
40
0.6%
82
66
0.9%
81
82
1.1%
80
123
1.7%
attacking_volleys
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.90
shooting
0.87
power_long_shots
0.87
mentality_positioning
0.86
mentality_penalties
0.83
skill_dribbling
0.80
skill_curve
0.80
skill_ball_control
0.77
power_shot_power
0.74
skill_fk_accuracy
0.73
attacking_crossing
0.68
mentality_vision
0.67
attacking_short_passing
0.67
dribbling
0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.78
club_position
0.65
gk
0.65
work_rate
0.45
body_type
0.38
weak_foot
0.36
player_tags
0.26
nation_position
0.21
international_reputation
0.20
league_name
0.14
real_face
0.12
club_flag_url
0.12
league_level
0.08
nation_logo_url
0.08
MOST FREQUENT VALUES

59
221
3.1%
64
189
2.6%
68
180
2.5%
65
180
2.5%
66
172
2.4%
60
171
2.4%
69
165
2.3%
56
162
2.2%
58
162
2.2%
55
159
2.2%
67
152
2.1%
70
152
2.1%
63
150
2.1%
62
148
2.0%
57
138
1.9%
SMALLEST VALUES

4
3
<0.1%
5
16
0.2%
6
19
0.3%
7
18
0.2%
8
42
0.6%
9
36
0.5%
10
35
0.5%
11
57
0.8%
12
69
1.0%
13
85
1.2%
14
59
0.8%
15
57
0.8%
16
59
0.8%
17
47
0.6%
18
44
0.6%
LARGEST VALUES

90
2
<0.1%
89
1
<0.1%
88
6
<0.1%
87
2
<0.1%
86
5
<0.1%
85
14
0.2%
84
14
0.2%
83
20
0.3%
82
20
0.3%
81
12
0.2%
80
20
0.3%
79
25
0.3%
78
40
0.6%
77
50
0.7%
76
69
1.0%
skill_dribbling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dribbling
0.97
skill_ball_control
0.95
mentality_positioning
0.90
attacking_short_passing
0.87
attacking_crossing
0.86
skill_curve
0.85
power_long_shots
0.85
attacking_finishing
0.83
goalkeeping_diving
-0.82
goalkeeping_positioning
-0.82
goalkeeping_reflexes
-0.82
goalkeeping_handling
-0.82
goalkeeping_kicking
-0.82
attacking_volleys
0.80

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.92
gk
0.84
club_position
0.72
body_type
0.50
work_rate
0.46
weak_foot
0.32
player_tags
0.26
nation_position
0.22
league_name
0.15
international_reputation
0.14
real_face
0.11
club_flag_url
0.11
preferred_foot
0.10
club_contract_valid_until
0.10
MOST FREQUENT VALUES

72
386
5.3%
70
364
5.0%
73
351
4.8%
68
345
4.8%
71
314
4.3%
74
312
4.3%
75
301
4.2%
69
278
3.8%
66
273
3.8%
67
266
3.7%
76
258
3.6%
65
212
2.9%
77
197
2.7%
64
191
2.6%
78
181
2.5%
SMALLEST VALUES

4
1
<0.1%
5
1
<0.1%
6
4
<0.1%
7
4
<0.1%
8
17
0.2%
9
14
0.2%
10
32
0.4%
11
57
0.8%
12
60
0.8%
13
63
0.9%
14
72
1.0%
15
58
0.8%
16
55
0.8%
17
41
0.6%
18
54
0.7%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
93
1
<0.1%
92
3
<0.1%
91
5
<0.1%
90
6
<0.1%
89
11
0.2%
88
18
0.2%
87
20
0.3%
86
33
0.5%
85
45
0.6%
84
53
0.7%
83
85
1.2%
82
68
0.9%
81
72
1.0%
skill_curve
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_fk_accuracy
0.85
skill_dribbling
0.85
attacking_crossing
0.85
power_long_shots
0.84
mentality_positioning
0.83
skill_ball_control
0.81
attacking_volleys
0.80
passing
0.79
attacking_finishing
0.78
attacking_short_passing
0.75
mentality_penalties
0.74
dribbling
0.74
mentality_vision
0.73
shooting
0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.81
gk
0.69
club_position
0.63
body_type
0.49
work_rate
0.42
weak_foot
0.31
player_tags
0.28
nation_position
0.21
international_reputation
0.18
preferred_foot
0.15
league_name
0.15
real_face
0.13
club_flag_url
0.12
nation_logo_url
0.08
MOST FREQUENT VALUES

68
237
3.3%
65
232
3.2%
69
212
2.9%
66
208
2.9%
70
204
2.8%
67
194
2.7%
64
192
2.7%
72
181
2.5%
59
181
2.5%
63
180
2.5%
60
173
2.4%
73
172
2.4%
62
170
2.3%
58
154
2.1%
74
150
2.1%
SMALLEST VALUES

6
1
<0.1%
7
2
<0.1%
8
4
<0.1%
9
9
0.1%
10
37
0.5%
11
42
0.6%
12
84
1.2%
13
79
1.1%
14
78
1.1%
15
65
0.9%
16
50
0.7%
17
33
0.5%
18
41
0.6%
19
39
0.5%
20
50
0.7%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
2
<0.1%
90
4
<0.1%
89
3
<0.1%
88
8
0.1%
87
11
0.2%
86
17
0.2%
85
45
0.6%
84
29
0.4%
83
50
0.7%
82
48
0.7%
81
61
0.8%
80
89
1.2%
skill_fk_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_curve
0.85
power_long_shots
0.81
attacking_crossing
0.74
mentality_penalties
0.74
attacking_volleys
0.73
skill_dribbling
0.73
passing
0.72
mentality_positioning
0.72
skill_ball_control
0.72
attacking_finishing
0.71
attacking_short_passing
0.68
mentality_vision
0.68
skill_long_passing
0.65
power_shot_power
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.72
gk
0.61
club_position
0.58
body_type
0.44
work_rate
0.35
weak_foot
0.30
player_tags
0.25
nation_position
0.19
international_reputation
0.16
preferred_foot
0.14
league_name
0.14
club_flag_url
0.12
real_face
0.09
nation_logo_url
0.08
MOST FREQUENT VALUES

68
174
2.4%
70
167
2.3%
65
159
2.2%
64
153
2.1%
35
150
2.1%
42
150
2.1%
69
147
2.0%
59
142
2.0%
45
140
1.9%
55
136
1.9%
67
135
1.9%
40
135
1.9%
39
135
1.9%
62
133
1.8%
66
133
1.8%
SMALLEST VALUES

4
1
<0.1%
6
1
<0.1%
7
3
<0.1%
8
11
0.2%
9
6
<0.1%
10
43
0.6%
11
60
0.8%
12
100
1.4%
13
95
1.3%
14
74
1.0%
15
63
0.9%
16
48
0.7%
17
40
0.6%
18
40
0.6%
19
44
0.6%
LARGEST VALUES

94
1
<0.1%
92
2
<0.1%
91
1
<0.1%
90
1
<0.1%
89
2
<0.1%
88
3
<0.1%
87
8
0.1%
86
6
<0.1%
85
14
0.2%
84
14
0.2%
83
15
0.2%
82
22
0.3%
81
27
0.4%
80
29
0.4%
79
38
0.5%
skill_long_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.89
skill_ball_control
0.79
passing
0.74
skill_dribbling
0.72
attacking_crossing
0.72
goalkeeping_diving
-0.71
goalkeeping_reflexes
-0.71
goalkeeping_positioning
-0.71
goalkeeping_handling
-0.71
goalkeeping_kicking
-0.70
skill_curve
0.68
power_stamina
0.66
skill_fk_accuracy
0.65
power_long_shots
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.75
skill_moves
0.74
club_position
0.63
body_type
0.36
work_rate
0.29
weak_foot
0.23
player_tags
0.23
international_reputation
0.21
nation_position
0.20
league_name
0.18
real_face
0.16
nation_logo_url
0.12
club_flag_url
0.12
preferred_foot
0.10
MOST FREQUENT VALUES

65
340
4.7%
68
333
4.6%
69
305
4.2%
64
301
4.2%
67
292
4.0%
66
291
4.0%
70
287
4.0%
62
265
3.7%
72
254
3.5%
63
247
3.4%
60
241
3.3%
71
241
3.3%
59
209
2.9%
58
203
2.8%
61
196
2.7%
SMALLEST VALUES

9
1
<0.1%
11
4
<0.1%
12
7
<0.1%
13
9
0.1%
14
5
<0.1%
15
13
0.2%
16
11
0.2%
17
19
0.3%
18
24
0.3%
19
15
0.2%
20
20
0.3%
21
28
0.4%
22
40
0.6%
23
35
0.5%
24
27
0.4%
LARGEST VALUES

93
2
<0.1%
92
1
<0.1%
91
1
<0.1%
90
5
<0.1%
89
5
<0.1%
88
3
<0.1%
87
5
<0.1%
86
4
<0.1%
85
14
0.2%
84
16
0.2%
83
23
0.3%
82
33
0.5%
81
30
0.4%
80
61
0.8%
79
60
0.8%
skill_ball_control
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_dribbling
0.95
attacking_short_passing
0.93
dribbling
0.91
goalkeeping_diving
-0.88
goalkeeping_positioning
-0.88
goalkeeping_reflexes
-0.88
goalkeeping_handling
-0.88
goalkeeping_kicking
-0.87
mentality_positioning
0.86
attacking_crossing
0.83
power_long_shots
0.82
skill_curve
0.81
passing
0.79
attacking_finishing
0.79

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.94
gk
0.91
club_position
0.72
body_type
0.44
work_rate
0.41
weak_foot
0.31
player_tags
0.24
nation_position
0.22
international_reputation
0.18
league_name
0.17
real_face
0.14
club_flag_url
0.12
nation_logo_url
0.10
club_contract_valid_until
0.10
MOST FREQUENT VALUES

70
519
7.2%
72
447
6.2%
73
421
5.8%
71
406
5.6%
68
393
5.4%
74
368
5.1%
75
351
4.8%
69
337
4.7%
76
304
4.2%
67
291
4.0%
66
247
3.4%
65
236
3.3%
77
226
3.1%
64
205
2.8%
78
193
2.7%
SMALLEST VALUES

8
1
<0.1%
9
3
<0.1%
10
5
<0.1%
11
8
0.1%
12
14
0.2%
13
10
0.1%
14
28
0.4%
15
25
0.3%
16
33
0.5%
17
25
0.3%
18
37
0.5%
19
37
0.5%
20
54
0.7%
21
42
0.6%
22
54
0.7%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
93
2
<0.1%
92
2
<0.1%
91
5
<0.1%
90
12
0.2%
89
8
0.1%
88
20
0.3%
87
14
0.2%
86
28
0.4%
85
46
0.6%
84
49
0.7%
83
65
0.9%
82
81
1.1%
81
91
1.3%
movement_acceleration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_speed
0.97
pace
0.96
movement_sprint_speed
0.91
movement_agility
0.83
movement_balance
0.73
skill_dribbling
0.71
mentality_positioning
0.65
attacking_crossing
0.65
skill_ball_control
0.63
height_cm
-0.60
dribbling
0.60
attacking_finishing
0.59
skill_curve
0.59
power_stamina
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.67
club_position
0.56
body_type
0.56
gk
0.56
work_rate
0.49
player_tags
0.39
weak_foot
0.24
nation_position
0.16
club_contract_valid_until
0.14
league_name
0.12
club_flag_url
0.10
preferred_foot
0.10
nation_logo_url
0.09
league_level
0.06
MOST FREQUENT VALUES

77
247
3.4%
74
246
3.4%
69
246
3.4%
73
234
3.2%
76
227
3.1%
75
222
3.1%
68
217
3.0%
67
215
3.0%
78
214
3.0%
72
209
2.9%
70
205
2.8%
71
198
2.7%
80
193
2.7%
66
187
2.6%
79
180
2.5%
SMALLEST VALUES

15
4
<0.1%
17
2
<0.1%
18
3
<0.1%
19
5
<0.1%
20
4
<0.1%
21
1
<0.1%
22
4
<0.1%
23
4
<0.1%
24
5
<0.1%
25
8
0.1%
26
8
0.1%
27
4
<0.1%
28
12
0.2%
29
12
0.2%
30
21
0.3%
LARGEST VALUES

97
2
<0.1%
96
3
<0.1%
95
7
<0.1%
94
15
0.2%
93
33
0.5%
92
37
0.5%
91
56
0.8%
90
65
0.9%
89
62
0.9%
88
59
0.8%
87
98
1.4%
86
108
1.5%
85
125
1.7%
84
137
1.9%
83
132
1.8%
movement_sprint_speed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

pace
0.97
goalkeeping_speed
0.94
movement_acceleration
0.91
movement_agility
0.73
skill_dribbling
0.67
movement_balance
0.62
mentality_positioning
0.61
attacking_crossing
0.61
skill_ball_control
0.60
power_stamina
0.57
goalkeeping_positioning
-0.55
attacking_finishing
0.55
goalkeeping_diving
-0.55
goalkeeping_handling
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.63
gk
0.57
club_position
0.54
work_rate
0.47
body_type
0.45
player_tags
0.33
weak_foot
0.21
nation_position
0.16
club_contract_valid_until
0.14
league_name
0.13
club_flag_url
0.10
preferred_foot
0.09
nation_logo_url
0.08
league_level
0.07
MOST FREQUENT VALUES

75
273
3.8%
73
254
3.5%
76
250
3.5%
69
250
3.5%
68
248
3.4%
77
235
3.2%
74
233
3.2%
72
222
3.1%
67
219
3.0%
70
219
3.0%
66
217
3.0%
78
215
3.0%
71
204
2.8%
79
192
2.7%
65
185
2.6%
SMALLEST VALUES

15
4
<0.1%
16
4
<0.1%
18
5
<0.1%
19
1
<0.1%
20
4
<0.1%
21
3
<0.1%
22
4
<0.1%
23
5
<0.1%
24
3
<0.1%
25
5
<0.1%
26
7
<0.1%
27
9
0.1%
28
11
0.2%
29
6
<0.1%
30
15
0.2%
LARGEST VALUES

97
1
<0.1%
96
2
<0.1%
95
4
<0.1%
94
18
0.2%
93
24
0.3%
92
34
0.5%
91
54
0.7%
90
64
0.9%
89
62
0.9%
88
73
1.0%
87
82
1.1%
86
90
1.2%
85
141
1.9%
84
133
1.8%
83
144
2.0%
movement_agility
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_acceleration
0.83
movement_balance
0.82
dribbling
0.76
skill_dribbling
0.75
movement_sprint_speed
0.73
pace
0.72
attacking_crossing
0.70
height_cm
-0.70
mentality_positioning
0.70
skill_curve
0.68
skill_ball_control
0.67
weight_kg
-0.65
attacking_finishing
0.65
power_long_shots
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.72
body_type
0.64
club_position
0.58
gk
0.54
work_rate
0.46
player_tags
0.44
weak_foot
0.28
nation_position
0.17
league_name
0.11
club_flag_url
0.10
club_contract_valid_until
0.09
preferred_foot
0.08
nation_logo_url
0.08
international_reputation
0.07
MOST FREQUENT VALUES

69
249
3.4%
76
245
3.4%
70
242
3.3%
74
240
3.3%
75
239
3.3%
72
236
3.3%
73
229
3.2%
71
228
3.1%
77
227
3.1%
67
219
3.0%
66
210
2.9%
65
210
2.9%
78
207
2.9%
68
195
2.7%
64
184
2.5%
SMALLEST VALUES

19
1
<0.1%
20
1
<0.1%
21
8
0.1%
22
5
<0.1%
23
5
<0.1%
24
4
<0.1%
25
4
<0.1%
26
5
<0.1%
27
3
<0.1%
28
7
<0.1%
29
12
0.2%
30
26
0.4%
31
39
0.5%
32
51
0.7%
33
46
0.6%
LARGEST VALUES

96
1
<0.1%
95
4
<0.1%
94
7
<0.1%
93
21
0.3%
92
44
0.6%
91
65
0.9%
90
72
1.0%
89
70
1.0%
88
68
0.9%
87
69
1.0%
86
94
1.3%
85
114
1.6%
84
137
1.9%
83
134
1.8%
82
153
2.1%
movement_reactions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.79
value_eur
0.61
release_clause_eur
0.61
wage_eur
0.60
potential
0.55
mentality_composure
0.51
passing
0.45
dribbling
0.42
mentality_vision
0.36
shooting
0.32
power_shot_power
0.32
goalkeeping_speed
0.32
attacking_short_passing
0.30
attacking_volleys
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.57
international_reputation
0.54
league_name
0.48
real_face
0.40
player_tags
0.39
nation_logo_url
0.35
club_flag_url
0.34
body_type
0.32
nation_position
0.29
skill_moves
0.23
club_contract_valid_until
0.18
league_level
0.17
club_position
0.17
weak_foot
0.15
MOST FREQUENT VALUES

68
588
8.1%
67
560
7.7%
70
517
7.1%
69
508
7.0%
65
470
6.5%
66
467
6.4%
72
424
5.9%
71
397
5.5%
73
367
5.1%
64
337
4.7%
74
314
4.3%
75
296
4.1%
63
242
3.3%
62
225
3.1%
76
197
2.7%
SMALLEST VALUES

38
1
<0.1%
48
2
<0.1%
49
1
<0.1%
50
6
<0.1%
51
3
<0.1%
52
8
0.1%
53
11
0.2%
54
12
0.2%
55
20
0.3%
56
22
0.3%
57
34
0.5%
58
70
1.0%
59
67
0.9%
60
125
1.7%
61
106
1.5%
LARGEST VALUES

94
3
<0.1%
93
3
<0.1%
92
4
<0.1%
91
7
<0.1%
90
4
<0.1%
89
6
<0.1%
88
11
0.2%
87
10
0.1%
86
23
0.3%
85
27
0.4%
84
38
0.5%
83
43
0.6%
82
76
1.0%
81
75
1.0%
80
107
1.5%
movement_balance
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_agility
0.82
height_cm
-0.80
movement_acceleration
0.73
weight_kg
-0.70
skill_dribbling
0.68
attacking_crossing
0.67
dribbling
0.67
skill_curve
0.64
mentality_positioning
0.63
skill_ball_control
0.62
movement_sprint_speed
0.62
power_long_shots
0.58
pace
0.57
attacking_finishing
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

body_type
0.71
skill_moves
0.65
club_position
0.54
gk
0.51
player_tags
0.43
work_rate
0.39
weak_foot
0.25
nation_position
0.16
league_name
0.10
club_flag_url
0.09
preferred_foot
0.08
club_contract_valid_until
0.07
nation_logo_url
0.06
international_reputation
0.06
MOST FREQUENT VALUES

72
240
3.3%
68
238
3.3%
73
232
3.2%
71
228
3.1%
74
227
3.1%
70
226
3.1%
67
219
3.0%
75
218
3.0%
76
216
3.0%
65
215
3.0%
77
211
2.9%
69
211
2.9%
66
192
2.7%
78
181
2.5%
64
179
2.5%
SMALLEST VALUES

19
1
<0.1%
20
5
<0.1%
21
3
<0.1%
22
9
0.1%
23
2
<0.1%
24
10
0.1%
25
6
<0.1%
26
6
<0.1%
27
9
0.1%
28
12
0.2%
29
20
0.3%
30
26
0.4%
31
24
0.3%
32
44
0.6%
33
48
0.7%
LARGEST VALUES

96
1
<0.1%
95
6
<0.1%
94
13
0.2%
93
16
0.2%
92
35
0.5%
91
46
0.6%
90
61
0.8%
89
50
0.7%
88
51
0.7%
87
53
0.7%
86
85
1.2%
85
95
1.3%
84
113
1.6%
83
115
1.6%
82
131
1.8%
power_shot_power
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

shooting
0.83
power_long_shots
0.80
attacking_volleys
0.74
attacking_finishing
0.73
mentality_positioning
0.68
mentality_penalties
0.67
skill_curve
0.67
skill_fk_accuracy
0.65
mentality_vision
0.63
skill_dribbling
0.60
skill_ball_control
0.56
dribbling
0.56
passing
0.53
attacking_crossing
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.59
club_position
0.51
gk
0.45
work_rate
0.38
weak_foot
0.29
body_type
0.28
international_reputation
0.26
player_tags
0.25
league_name
0.18
real_face
0.17
nation_position
0.17
club_flag_url
0.13
nation_logo_url
0.12
league_level
0.09
MOST FREQUENT VALUES

68
334
4.6%
70
327
4.5%
72
322
4.4%
75
320
4.4%
73
291
4.0%
74
276
3.8%
78
240
3.3%
69
232
3.2%
71
231
3.2%
76
227
3.1%
65
221
3.1%
66
216
3.0%
67
191
2.6%
77
185
2.6%
64
175
2.4%
SMALLEST VALUES

20
1
<0.1%
21
1
<0.1%
22
2
<0.1%
23
2
<0.1%
24
4
<0.1%
25
3
<0.1%
26
2
<0.1%
27
4
<0.1%
28
5
<0.1%
29
3
<0.1%
30
4
<0.1%
31
8
0.1%
32
11
0.2%
33
11
0.2%
34
17
0.2%
LARGEST VALUES

95
1
<0.1%
94
2
<0.1%
93
1
<0.1%
92
1
<0.1%
91
2
<0.1%
90
7
<0.1%
89
7
<0.1%
88
16
0.2%
87
20
0.3%
86
26
0.4%
85
51
0.7%
84
78
1.1%
83
75
1.0%
82
98
1.4%
81
100
1.4%
power_jumping
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_speed
0.50
physic
0.43
attacking_heading_accuracy
0.37
mentality_aggression
0.32
power_strength
0.32
passing
-0.23
power_stamina
0.22
defending_marking_awareness
0.21
mentality_interceptions
0.21
defending_sliding_tackle
0.21
defending_standing_tackle
0.20
dribbling
-0.18
defending
0.18
nation_jersey_number
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
0.29
skill_moves
0.25
gk
0.21
work_rate
0.20
player_tags
0.16
league_name
0.12
club_flag_url
0.12
body_type
0.12
nation_position
0.09
nation_logo_url
0.09
international_reputation
0.08
preferred_foot
0.05
real_face
0.05
weak_foot
0.04
MOST FREQUENT VALUES

71
314
4.3%
72
304
4.2%
70
298
4.1%
73
282
3.9%
74
266
3.7%
75
239
3.3%
69
226
3.1%
68
225
3.1%
80
218
3.0%
65
215
3.0%
67
213
2.9%
66
206
2.8%
76
203
2.8%
77
201
2.8%
64
194
2.7%
SMALLEST VALUES

29
1
<0.1%
30
7
<0.1%
31
12
0.2%
32
30
0.4%
33
33
0.5%
34
34
0.5%
35
19
0.3%
36
14
0.2%
37
15
0.2%
38
20
0.3%
39
18
0.2%
40
27
0.4%
41
21
0.3%
42
27
0.4%
43
28
0.4%
LARGEST VALUES

95
2
<0.1%
94
8
0.1%
93
12
0.2%
92
26
0.4%
91
55
0.8%
90
83
1.1%
89
57
0.8%
88
62
0.9%
87
61
0.8%
86
67
0.9%
85
90
1.2%
84
120
1.7%
83
142
2.0%
82
151
2.1%
81
180
2.5%
power_stamina
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
-0.76
goalkeeping_positioning
-0.76
goalkeeping_diving
-0.76
goalkeeping_handling
-0.76
goalkeeping_kicking
-0.75
skill_ball_control
0.74
attacking_short_passing
0.74
skill_dribbling
0.71
attacking_crossing
0.67
skill_long_passing
0.66
mentality_positioning
0.64
mentality_aggression
0.61
skill_curve
0.58
power_long_shots
0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.78
skill_moves
0.78
club_position
0.65
work_rate
0.43
body_type
0.35
player_tags
0.25
nation_position
0.20
weak_foot
0.19
league_name
0.13
club_flag_url
0.12
club_contract_valid_until
0.10
nation_logo_url
0.08
preferred_foot
0.06
league_level
0.03
MOST FREQUENT VALUES

75
318
4.4%
70
295
4.1%
73
292
4.0%
74
290
4.0%
76
289
4.0%
72
287
4.0%
71
281
3.9%
69
273
3.8%
68
266
3.7%
78
251
3.5%
77
250
3.5%
80
247
3.4%
67
214
3.0%
66
199
2.7%
81
196
2.7%
SMALLEST VALUES

13
1
<0.1%
15
1
<0.1%
16
1
<0.1%
17
6
<0.1%
18
6
<0.1%
19
6
<0.1%
20
11
0.2%
21
9
0.1%
22
7
<0.1%
23
19
0.3%
24
15
0.2%
25
29
0.4%
26
19
0.3%
27
19
0.3%
28
25
0.3%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
5
<0.1%
94
6
<0.1%
93
21
0.3%
92
43
0.6%
91
63
0.9%
90
93
1.3%
89
68
0.9%
88
87
1.2%
87
85
1.2%
86
105
1.4%
85
123
1.7%
84
139
1.9%
83
149
2.1%
power_strength
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

physic
0.88
weight_kg
0.63
height_cm
0.57
attacking_heading_accuracy
0.49
dribbling
-0.48
movement_balance
-0.47
mentality_aggression
0.42
movement_agility
-0.41
pace
-0.41
passing
-0.37
power_jumping
0.32
movement_acceleration
-0.30
defending
0.29
defending_marking_awareness
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

body_type
0.58
player_tags
0.48
club_position
0.44
skill_moves
0.41
work_rate
0.29
gk
0.19
nation_position
0.14
league_name
0.14
club_flag_url
0.14
weak_foot
0.08
nation_logo_url
0.08
international_reputation
0.07
preferred_foot
0.06
real_face
0.05
MOST FREQUENT VALUES

75
286
3.9%
72
282
3.9%
70
281
3.9%
74
270
3.7%
68
268
3.7%
67
265
3.7%
76
262
3.6%
71
255
3.5%
73
253
3.5%
69
237
3.3%
77
232
3.2%
66
229
3.2%
64
219
3.0%
80
218
3.0%
65
215
3.0%
SMALLEST VALUES

23
1
<0.1%
24
1
<0.1%
28
1
<0.1%
29
1
<0.1%
30
7
<0.1%
31
9
0.1%
32
14
0.2%
33
18
0.2%
34
19
0.3%
35
17
0.2%
36
9
0.1%
37
14
0.2%
38
16
0.2%
39
16
0.2%
40
23
0.3%
LARGEST VALUES

95
3
<0.1%
94
8
0.1%
93
17
0.2%
92
40
0.6%
91
59
0.8%
90
70
1.0%
89
40
0.6%
88
67
0.9%
87
69
1.0%
86
95
1.3%
85
113
1.6%
84
114
1.6%
83
135
1.9%
82
158
2.2%
81
165
2.3%
power_long_shots
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

shooting
0.92
attacking_finishing
0.89
mentality_positioning
0.88
attacking_volleys
0.87
skill_dribbling
0.85
skill_curve
0.84
skill_ball_control
0.82
skill_fk_accuracy
0.81
power_shot_power
0.80
mentality_penalties
0.80
attacking_crossing
0.76
attacking_short_passing
0.74
mentality_vision
0.73
dribbling
0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.81
gk
0.70
club_position
0.66
work_rate
0.44
body_type
0.43
weak_foot
0.34
player_tags
0.24
nation_position
0.21
international_reputation
0.15
league_name
0.13
club_flag_url
0.11
real_face
0.09
preferred_foot
0.08
nation_logo_url
0.07
MOST FREQUENT VALUES

68
299
4.1%
65
276
3.8%
69
258
3.6%
66
255
3.5%
70
254
3.5%
67
237
3.3%
64
234
3.2%
62
208
2.9%
72
205
2.8%
63
194
2.7%
71
189
2.6%
59
186
2.6%
73
174
2.4%
60
172
2.4%
58
161
2.2%
SMALLEST VALUES

4
1
<0.1%
5
15
0.2%
6
30
0.4%
7
20
0.3%
8
23
0.3%
9
25
0.3%
10
27
0.4%
11
49
0.7%
12
77
1.1%
13
66
0.9%
14
73
1.0%
15
72
1.0%
16
59
0.8%
17
59
0.8%
18
58
0.8%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
91
2
<0.1%
90
1
<0.1%
89
4
<0.1%
88
4
<0.1%
87
7
<0.1%
86
11
0.2%
85
5
<0.1%
84
18
0.2%
83
23
0.3%
82
31
0.4%
81
40
0.6%
80
57
0.8%
79
46
0.6%
mentality_aggression
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.74
defending_marking_awareness
0.73
physic
0.73
mentality_interceptions
0.72
defending_sliding_tackle
0.72
attacking_heading_accuracy
0.70
goalkeeping_reflexes
-0.65
goalkeeping_diving
-0.65
goalkeeping_handling
-0.65
goalkeeping_positioning
-0.65
goalkeeping_kicking
-0.65
defending
0.63
power_stamina
0.61
attacking_short_passing
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.70
gk
0.68
club_position
0.59
work_rate
0.42
player_tags
0.24
nation_position
0.19
league_name
0.17
club_flag_url
0.15
body_type
0.14
international_reputation
0.12
real_face
0.12
weak_foot
0.10
nation_logo_url
0.07
league_level
0.04
MOST FREQUENT VALUES

72
273
3.8%
75
262
3.6%
70
261
3.6%
68
259
3.6%
74
242
3.3%
69
234
3.2%
73
229
3.2%
65
210
2.9%
71
208
2.9%
67
203
2.8%
66
192
2.7%
77
186
2.6%
80
186
2.6%
76
182
2.5%
78
179
2.5%
SMALLEST VALUES

11
3
<0.1%
12
6
<0.1%
13
4
<0.1%
14
2
<0.1%
15
7
<0.1%
16
11
0.2%
17
12
0.2%
18
23
0.3%
19
19
0.3%
20
32
0.4%
21
24
0.3%
22
42
0.6%
23
38
0.5%
24
42
0.6%
25
44
0.6%
LARGEST VALUES

95
2
<0.1%
94
2
<0.1%
93
1
<0.1%
92
6
<0.1%
91
5
<0.1%
90
13
0.2%
89
29
0.4%
88
41
0.6%
87
50
0.7%
86
42
0.6%
85
73
1.0%
84
95
1.3%
83
100
1.4%
82
120
1.7%
81
120
1.7%
mentality_interceptions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
0.97
defending_standing_tackle
0.95
defending_sliding_tackle
0.95
defending_marking_awareness
0.93
mentality_aggression
0.72
skill_long_passing
0.61
shooting
-0.55
power_stamina
0.54
attacking_short_passing
0.53
goalkeeping_reflexes
-0.51
goalkeeping_diving
-0.51
goalkeeping_handling
-0.51
goalkeeping_positioning
-0.51
goalkeeping_kicking
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
0.67
skill_moves
0.62
gk
0.53
work_rate
0.45
player_tags
0.21
nation_position
0.21
league_name
0.13
weak_foot
0.12
club_flag_url
0.12
body_type
0.11
international_reputation
0.10
real_face
0.09
preferred_foot
0.07
nation_logo_url
0.07
MOST FREQUENT VALUES

70
334
4.6%
68
303
4.2%
69
282
3.9%
72
279
3.9%
67
259
3.6%
71
248
3.4%
66
240
3.3%
65
227
3.1%
73
220
3.0%
74
193
2.7%
75
189
2.6%
64
166
2.3%
76
165
2.3%
22
143
2.0%
23
126
1.7%
SMALLEST VALUES

6
6
<0.1%
7
10
0.1%
8
9
0.1%
9
10
0.1%
10
20
0.3%
11
31
0.4%
12
40
0.6%
13
46
0.6%
14
57
0.8%
15
50
0.7%
16
54
0.7%
17
65
0.9%
18
91
1.3%
19
88
1.2%
20
101
1.4%
LARGEST VALUES

91
1
<0.1%
90
2
<0.1%
89
2
<0.1%
88
2
<0.1%
87
8
0.1%
86
15
0.2%
85
14
0.2%
84
23
0.3%
83
26
0.4%
82
36
0.5%
81
42
0.6%
80
56
0.8%
79
64
0.9%
78
102
1.4%
77
98
1.4%
mentality_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.91
skill_dribbling
0.90
power_long_shots
0.88
shooting
0.87
attacking_volleys
0.86
skill_ball_control
0.86
skill_curve
0.83
attacking_crossing
0.80
mentality_penalties
0.80
dribbling
0.79
attacking_short_passing
0.76
skill_fk_accuracy
0.72
mentality_vision
0.72
goalkeeping_diving
-0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.86
gk
0.74
club_position
0.71
work_rate
0.51
body_type
0.47
weak_foot
0.33
player_tags
0.25
nation_position
0.22
international_reputation
0.14
league_name
0.12
real_face
0.10
club_flag_url
0.09
preferred_foot
0.07
club_contract_valid_until
0.07
MOST FREQUENT VALUES

68
338
4.7%
70
320
4.4%
67
295
4.1%
69
280
3.9%
66
253
3.5%
72
251
3.5%
65
249
3.4%
73
237
3.3%
74
237
3.3%
71
225
3.1%
64
217
3.0%
75
207
2.9%
62
189
2.6%
63
188
2.6%
77
142
2.0%
SMALLEST VALUES

3
2
<0.1%
4
12
0.2%
5
24
0.3%
6
27
0.4%
7
31
0.4%
8
34
0.5%
9
35
0.5%
10
49
0.7%
11
80
1.1%
12
81
1.1%
13
73
1.0%
14
59
0.8%
15
53
0.7%
16
43
0.6%
17
28
0.4%
LARGEST VALUES

96
1
<0.1%
95
2
<0.1%
94
1
<0.1%
93
2
<0.1%
92
2
<0.1%
91
7
<0.1%
90
5
<0.1%
89
4
<0.1%
88
3
<0.1%
87
9
0.1%
86
14
0.2%
85
20
0.3%
84
33
0.5%
83
37
0.5%
82
44
0.6%
mentality_vision
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

passing
0.88
dribbling
0.78
power_long_shots
0.73
skill_curve
0.73
mentality_positioning
0.72
shooting
0.71
skill_dribbling
0.70
attacking_finishing
0.69
skill_fk_accuracy
0.68
attacking_volleys
0.67
attacking_crossing
0.66
skill_ball_control
0.65
attacking_short_passing
0.64
power_shot_power
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.66
club_position
0.56
gk
0.48
body_type
0.44
work_rate
0.37
weak_foot
0.32
player_tags
0.31
international_reputation
0.26
nation_position
0.20
real_face
0.19
league_name
0.19
nation_logo_url
0.15
club_flag_url
0.11
league_level
0.11
MOST FREQUENT VALUES

68
326
4.5%
69
298
4.1%
65
290
4.0%
70
272
3.8%
66
269
3.7%
67
263
3.6%
64
258
3.6%
72
250
3.5%
71
245
3.4%
73
231
3.2%
62
208
2.9%
75
207
2.9%
74
204
2.8%
63
201
2.8%
59
194
2.7%
SMALLEST VALUES

10
1
<0.1%
11
3
<0.1%
12
1
<0.1%
13
2
<0.1%
14
3
<0.1%
15
2
<0.1%
17
2
<0.1%
18
5
<0.1%
19
4
<0.1%
20
7
<0.1%
21
4
<0.1%
22
10
0.1%
23
10
0.1%
24
1
<0.1%
25
17
0.2%
LARGEST VALUES

95
1
<0.1%
94
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
6
<0.1%
89
6
<0.1%
88
4
<0.1%
87
8
0.1%
86
15
0.2%
85
15
0.2%
84
35
0.5%
83
34
0.5%
82
38
0.5%
81
40
0.6%
80
68
0.9%
mentality_penalties
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.83
attacking_volleys
0.83
power_long_shots
0.80
mentality_positioning
0.80
shooting
0.77
skill_dribbling
0.75
skill_ball_control
0.74
skill_curve
0.74
skill_fk_accuracy
0.74
power_shot_power
0.67
attacking_short_passing
0.66
attacking_crossing
0.64
goalkeeping_diving
-0.62
goalkeeping_reflexes
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.74
gk
0.66
club_position
0.62
work_rate
0.40
body_type
0.35
weak_foot
0.33
player_tags
0.22
nation_position
0.19
international_reputation
0.17
league_name
0.14
club_flag_url
0.12
real_face
0.09
nation_logo_url
0.07
league_level
0.07
MOST FREQUENT VALUES

65
209
2.9%
55
203
2.8%
64
195
2.7%
62
194
2.7%
67
190
2.6%
69
185
2.6%
66
183
2.5%
60
182
2.5%
58
180
2.5%
68
176
2.4%
70
172
2.4%
49
171
2.4%
59
168
2.3%
48
167
2.3%
45
157
2.2%
SMALLEST VALUES

8
1
<0.1%
9
1
<0.1%
10
10
0.1%
11
22
0.3%
12
21
0.3%
13
30
0.4%
14
33
0.5%
15
39
0.5%
16
31
0.4%
17
30
0.4%
18
36
0.5%
19
38
0.5%
20
38
0.5%
21
46
0.6%
22
59
0.8%
LARGEST VALUES

93
1
<0.1%
92
3
<0.1%
91
5
<0.1%
90
9
0.1%
89
3
<0.1%
88
6
<0.1%
87
3
<0.1%
86
7
<0.1%
85
22
0.3%
84
9
0.1%
83
17
0.2%
82
20
0.3%
81
22
0.3%
80
37
0.5%
79
41
0.6%
mentality_composure
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.70
skill_ball_control
0.69
skill_dribbling
0.64
skill_long_passing
0.63
skill_curve
0.61
mentality_positioning
0.60
power_long_shots
0.60
attacking_volleys
0.59
mentality_vision
0.59
mentality_penalties
0.57
attacking_crossing
0.56
attacking_finishing
0.55
skill_fk_accuracy
0.55
goalkeeping_diving
-0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.67
skill_moves
0.62
club_position
0.47
international_reputation
0.39
player_tags
0.31
work_rate
0.30
body_type
0.29
league_name
0.29
real_face
0.26
weak_foot
0.25
nation_position
0.21
nation_logo_url
0.21
club_flag_url
0.20
league_level
0.13
MOST FREQUENT VALUES

68
416
5.7%
70
405
5.6%
65
388
5.4%
69
367
5.1%
67
362
5.0%
72
349
4.8%
66
335
4.6%
64
329
4.5%
74
302
4.2%
71
283
3.9%
73
279
3.9%
63
259
3.6%
62
252
3.5%
75
238
3.3%
60
213
2.9%
SMALLEST VALUES

12
2
<0.1%
14
1
<0.1%
18
1
<0.1%
21
2
<0.1%
22
3
<0.1%
23
5
<0.1%
24
3
<0.1%
25
4
<0.1%
26
4
<0.1%
27
3
<0.1%
28
8
0.1%
29
8
0.1%
30
12
0.2%
31
8
0.1%
32
15
0.2%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
3
<0.1%
90
9
0.1%
89
7
<0.1%
88
10
0.1%
87
15
0.2%
86
23
0.3%
85
24
0.3%
84
45
0.6%
83
49
0.7%
82
62
0.9%
defending_marking_awareness
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
0.96
defending_standing_tackle
0.94
defending_sliding_tackle
0.93
mentality_interceptions
0.93
mentality_aggression
0.73
skill_long_passing
0.61
shooting
-0.58
power_stamina
0.56
goalkeeping_reflexes
-0.55
goalkeeping_handling
-0.55
goalkeeping_positioning
-0.55
attacking_short_passing
0.55
goalkeeping_diving
-0.55
goalkeeping_kicking
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
0.68
skill_moves
0.66
gk
0.57
work_rate
0.46
nation_position
0.22
player_tags
0.21
league_name
0.14
weak_foot
0.12
club_flag_url
0.12
body_type
0.11
international_reputation
0.10
real_face
0.09
preferred_foot
0.07
nation_logo_url
0.07
MOST FREQUENT VALUES

70
329
4.5%
68
325
4.5%
69
283
3.9%
67
265
3.7%
72
248
3.4%
65
238
3.3%
66
231
3.2%
71
217
3.0%
73
199
2.7%
64
193
2.7%
74
184
2.5%
75
148
2.0%
76
133
1.8%
63
123
1.7%
77
115
1.6%
SMALLEST VALUES

4
1
<0.1%
5
4
<0.1%
6
3
<0.1%
7
5
<0.1%
8
22
0.3%
9
21
0.3%
10
34
0.5%
11
48
0.7%
12
65
0.9%
13
47
0.6%
14
64
0.9%
15
79
1.1%
16
48
0.7%
17
56
0.8%
18
55
0.8%
LARGEST VALUES

93
1
<0.1%
92
1
<0.1%
90
6
<0.1%
89
3
<0.1%
88
1
<0.1%
87
10
0.1%
86
8
0.1%
85
13
0.2%
84
17
0.2%
83
22
0.3%
82
35
0.5%
81
23
0.3%
80
51
0.7%
79
63
0.9%
78
81
1.1%
defending_standing_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending
0.98
defending_sliding_tackle
0.98
mentality_interceptions
0.95
defending_marking_awareness
0.94
mentality_aggression
0.74
skill_long_passing
0.62
shooting
-0.58
power_stamina
0.56
goalkeeping_reflexes
-0.55
attacking_short_passing
0.55
goalkeeping_handling
-0.55
goalkeeping_diving
-0.55
goalkeeping_positioning
-0.55
goalkeeping_kicking
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
0.69
skill_moves
0.66
gk
0.57
work_rate
0.46
nation_position
0.21
player_tags
0.21
league_name
0.14
weak_foot
0.13
club_flag_url
0.12
body_type
0.12
real_face
0.08
preferred_foot
0.08
international_reputation
0.08
nation_logo_url
0.06
MOST FREQUENT VALUES

70
377
5.2%
72
323
4.5%
73
295
4.1%
71
273
3.8%
68
271
3.7%
69
261
3.6%
74
246
3.4%
75
214
3.0%
67
200
2.8%
76
196
2.7%
66
195
2.7%
65
193
2.7%
77
159
2.2%
78
113
1.6%
64
113
1.6%
SMALLEST VALUES

7
2
<0.1%
8
6
<0.1%
9
11
0.2%
10
41
0.6%
11
80
1.1%
12
92
1.3%
13
106
1.5%
14
111
1.5%
15
103
1.4%
16
57
0.8%
17
74
1.0%
18
84
1.2%
19
81
1.1%
20
84
1.2%
21
75
1.0%
LARGEST VALUES

93
1
<0.1%
92
1
<0.1%
90
2
<0.1%
89
5
<0.1%
88
4
<0.1%
87
14
0.2%
86
11
0.2%
85
21
0.3%
84
26
0.4%
83
28
0.4%
82
36
0.5%
81
53
0.7%
80
56
0.8%
79
74
1.0%
78
113
1.6%
defending_sliding_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.98
defending
0.97
mentality_interceptions
0.95
defending_marking_awareness
0.93
mentality_aggression
0.72
shooting
-0.60
skill_long_passing
0.59
power_stamina
0.53
goalkeeping_reflexes
-0.52
goalkeeping_diving
-0.52
goalkeeping_handling
-0.52
goalkeeping_positioning
-0.52
goalkeeping_kicking
-0.51
attacking_short_passing
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
0.69
skill_moves
0.64
gk
0.53
work_rate
0.45
nation_position
0.21
player_tags
0.20
weak_foot
0.14
league_name
0.13
club_flag_url
0.12
body_type
0.11
preferred_foot
0.09
international_reputation
0.07
real_face
0.07
nation_logo_url
0.06
MOST FREQUENT VALUES

70
321
4.4%
68
313
4.3%
69
299
4.1%
71
257
3.5%
72
249
3.4%
65
246
3.4%
67
239
3.3%
66
236
3.3%
73
198
2.7%
74
192
2.7%
64
192
2.7%
63
133
1.8%
14
127
1.8%
62
126
1.7%
13
122
1.7%
SMALLEST VALUES

6
1
<0.1%
7
3
<0.1%
8
5
<0.1%
9
12
0.2%
10
46
0.6%
11
90
1.2%
12
111
1.5%
13
122
1.7%
14
127
1.8%
15
91
1.3%
16
88
1.2%
17
91
1.3%
18
108
1.5%
19
110
1.5%
20
122
1.7%
LARGEST VALUES

92
1
<0.1%
91
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
1
<0.1%
87
3
<0.1%
86
10
0.1%
85
10
0.1%
84
13
0.2%
83
13
0.2%
82
24
0.3%
81
26
0.4%
80
55
0.8%
79
48
0.7%
78
67
0.9%
goalkeeping_diving
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
0.98
goalkeeping_positioning
0.98
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
skill_ball_control
-0.88
attacking_short_passing
-0.85
skill_dribbling
-0.82
attacking_heading_accuracy
-0.77
power_stamina
-0.76
attacking_crossing
-0.72
mentality_positioning
-0.72
skill_long_passing
-0.71
power_long_shots
-0.67
skill_curve
-0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.99
skill_moves
0.98
club_position
0.77
work_rate
0.39
body_type
0.34
nation_position
0.24
weak_foot
0.22
player_tags
0.13
preferred_foot
0.08
league_name
0.07
club_flag_url
0.07
club_contract_valid_until
0.05
nation_logo_url
0.05
international_reputation
0.03
MOST FREQUENT VALUES

8
668
9.2%
11
662
9.1%
12
646
8.9%
10
639
8.8%
14
638
8.8%
9
634
8.8%
7
629
8.7%
13
628
8.7%
6
518
7.2%
15
499
6.9%
16
207
2.9%
5
148
2.0%
70
79
1.1%
72
73
1.0%
71
65
0.9%
SMALLEST VALUES

2
4
<0.1%
3
7
<0.1%
4
8
0.1%
5
148
2.0%
6
518
7.2%
7
629
8.7%
8
668
9.2%
9
634
8.8%
10
639
8.8%
11
662
9.1%
12
646
8.9%
13
628
8.7%
14
638
8.8%
15
499
6.9%
16
207
2.9%
LARGEST VALUES

91
1
<0.1%
89
1
<0.1%
88
3
<0.1%
87
2
<0.1%
86
3
<0.1%
85
7
<0.1%
84
5
<0.1%
83
5
<0.1%
82
18
0.2%
81
13
0.2%
80
19
0.3%
79
22
0.3%
78
20
0.3%
77
39
0.5%
76
46
0.6%
goalkeeping_handling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
0.97
goalkeeping_positioning
0.97
goalkeeping_diving
0.97
goalkeeping_kicking
0.97
skill_ball_control
-0.88
attacking_short_passing
-0.84
skill_dribbling
-0.82
attacking_heading_accuracy
-0.77
power_stamina
-0.76
attacking_crossing
-0.72
mentality_positioning
-0.71
skill_long_passing
-0.71
power_long_shots
-0.67
skill_curve
-0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.99
skill_moves
0.98
club_position
0.77
work_rate
0.39
body_type
0.33
nation_position
0.24
weak_foot
0.23
player_tags
0.13
preferred_foot
0.08
league_name
0.07
club_flag_url
0.07
nation_logo_url
0.05
club_contract_valid_until
0.05
international_reputation
0.03
MOST FREQUENT VALUES

12
680
9.4%
8
674
9.3%
7
665
9.2%
10
653
9.0%
11
627
8.7%
13
625
8.6%
9
619
8.5%
14
612
8.4%
15
491
6.8%
6
474
6.5%
16
251
3.5%
5
146
2.0%
69
71
1.0%
68
66
0.9%
70
60
0.8%
SMALLEST VALUES

2
4
<0.1%
3
13
0.2%
4
7
<0.1%
5
146
2.0%
6
474
6.5%
7
665
9.2%
8
674
9.3%
9
619
8.5%
10
653
9.0%
11
627
8.7%
12
680
9.4%
13
625
8.6%
14
612
8.4%
15
491
6.8%
16
251
3.5%
LARGEST VALUES

92
1
<0.1%
89
1
<0.1%
88
1
<0.1%
86
1
<0.1%
85
1
<0.1%
84
3
<0.1%
83
6
<0.1%
82
5
<0.1%
81
5
<0.1%
80
11
0.2%
79
12
0.2%
78
14
0.2%
77
25
0.3%
76
14
0.2%
75
27
0.4%
goalkeeping_kicking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
0.97
goalkeeping_positioning
0.97
goalkeeping_diving
0.97
goalkeeping_handling
0.97
skill_ball_control
-0.87
attacking_short_passing
-0.84
skill_dribbling
-0.82
attacking_heading_accuracy
-0.76
power_stamina
-0.75
attacking_crossing
-0.72
mentality_positioning
-0.71
skill_long_passing
-0.70
power_long_shots
-0.66
skill_curve
-0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.98
skill_moves
0.98
club_position
0.77
work_rate
0.38
body_type
0.33
nation_position
0.24
weak_foot
0.21
player_tags
0.13
preferred_foot
0.08
league_name
0.07
club_flag_url
0.07
club_contract_valid_until
0.05
nation_logo_url
0.05
international_reputation
0.04
MOST FREQUENT VALUES

12
682
9.4%
9
672
9.3%
13
647
8.9%
14
638
8.8%
11
636
8.8%
7
633
8.7%
10
631
8.7%
8
614
8.5%
15
477
6.6%
6
468
6.5%
16
238
3.3%
5
170
2.3%
67
51
0.7%
68
51
0.7%
66
50
0.7%
SMALLEST VALUES

2
4
<0.1%
3
9
0.1%
4
10
0.1%
5
170
2.3%
6
468
6.5%
7
633
8.7%
8
614
8.5%
9
672
9.3%
10
631
8.7%
11
636
8.8%
12
682
9.4%
13
647
8.9%
14
638
8.8%
15
477
6.6%
16
238
3.3%
LARGEST VALUES

93
1
<0.1%
91
1
<0.1%
90
1
<0.1%
88
1
<0.1%
87
1
<0.1%
86
1
<0.1%
85
4
<0.1%
84
3
<0.1%
83
1
<0.1%
82
3
<0.1%
81
1
<0.1%
80
6
<0.1%
79
6
<0.1%
78
15
0.2%
77
20
0.3%
goalkeeping_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
skill_ball_control
-0.88
attacking_short_passing
-0.85
skill_dribbling
-0.82
attacking_heading_accuracy
-0.76
power_stamina
-0.76
attacking_crossing
-0.72
mentality_positioning
-0.72
skill_long_passing
-0.71
power_long_shots
-0.66
skill_curve
-0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.99
skill_moves
0.98
club_position
0.77
work_rate
0.39
body_type
0.34
nation_position
0.24
weak_foot
0.22
player_tags
0.13
preferred_foot
0.09
league_name
0.07
club_flag_url
0.07
club_contract_valid_until
0.05
nation_logo_url
0.05
international_reputation
0.03
MOST FREQUENT VALUES

8
698
9.6%
7
661
9.1%
10
652
9.0%
9
644
8.9%
14
631
8.7%
12
631
8.7%
11
623
8.6%
13
581
8.0%
15
523
7.2%
6
459
6.3%
16
246
3.4%
5
162
2.2%
70
72
1.0%
69
64
0.9%
73
58
0.8%
SMALLEST VALUES

2
4
<0.1%
3
7
<0.1%
4
13
0.2%
5
162
2.2%
6
459
6.3%
7
661
9.1%
8
698
9.6%
9
644
8.9%
10
652
9.0%
11
623
8.6%
12
631
8.7%
13
581
8.0%
14
631
8.7%
15
523
7.2%
16
246
3.4%
LARGEST VALUES

92
1
<0.1%
90
3
<0.1%
89
1
<0.1%
88
2
<0.1%
87
2
<0.1%
86
2
<0.1%
85
2
<0.1%
84
6
<0.1%
83
11
0.2%
82
5
<0.1%
81
12
0.2%
80
17
0.2%
79
17
0.2%
78
17
0.2%
77
25
0.3%
goalkeeping_reflexes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

goalkeeping_diving
0.98
goalkeeping_positioning
0.98
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
skill_ball_control
-0.88
attacking_short_passing
-0.85
skill_dribbling
-0.82
attacking_heading_accuracy
-0.77
power_stamina
-0.76
attacking_crossing
-0.72
mentality_positioning
-0.71
skill_long_passing
-0.71
power_long_shots
-0.67
skill_curve
-0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.99
skill_moves
0.98
club_position
0.77
work_rate
0.39
body_type
0.33
nation_position
0.24
weak_foot
0.23
player_tags
0.13
preferred_foot
0.08
league_name
0.07
club_flag_url
0.07
nation_logo_url
0.05
club_contract_valid_until
0.05
international_reputation
0.03
MOST FREQUENT VALUES

8
673
9.3%
9
657
9.1%
11
657
9.1%
7
651
9.0%
14
636
8.8%
13
622
8.6%
10
621
8.6%
12
604
8.3%
6
509
7.0%
15
492
6.8%
16
223
3.1%
5
159
2.2%
74
75
1.0%
72
74
1.0%
73
71
1.0%
SMALLEST VALUES

2
2
<0.1%
3
12
0.2%
4
13
0.2%
5
159
2.2%
6
509
7.0%
7
651
9.0%
8
673
9.3%
9
657
9.1%
10
621
8.6%
11
657
9.1%
12
604
8.3%
13
622
8.6%
14
636
8.8%
15
492
6.8%
16
223
3.1%
LARGEST VALUES

90
5
<0.1%
89
2
<0.1%
88
4
<0.1%
87
4
<0.1%
86
7
<0.1%
85
8
0.1%
84
12
0.2%
83
16
0.2%
82
21
0.3%
81
13
0.2%
80
18
0.2%
79
29
0.4%
78
24
0.3%
77
35
0.5%
76
42
0.6%
goalkeeping_speed
MISSING:
6,553
(90%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_acceleration
0.97
movement_sprint_speed
0.94
movement_agility
0.55
power_jumping
0.50
movement_balance
0.49
power_stamina
0.45
mentality_interceptions
0.33
mentality_positioning
0.33
movement_reactions
0.32
attacking_short_passing
0.31
power_long_shots
0.29
skill_dribbling
0.29
goalkeeping_diving
0.29
attacking_finishing
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
0.98
skill_moves
0.97
club_position
0.76
work_rate
0.38
body_type
0.33
nation_position
0.23
weak_foot
0.21
player_tags
0.13
preferred_foot
0.08
league_name
0.07
club_flag_url
0.07
nation_logo_url
0.06
club_contract_valid_until
0.06
international_reputation
0.03
MOST FREQUENT VALUES

42.0
42
6.1%
47.0
39
5.6%
44.0
33
4.8%
43.0
32
4.6%
45.0
31
4.5%
46.0
29
4.2%
41.0
28
4.1%
49.0
26
3.8%
51.0
23
3.3%
50.0
23
3.3%
48.0
23
3.3%
40.0
22
3.2%
36.0
22
3.2%
53.0
20
2.9%
39.0
20
2.9%
SMALLEST VALUES

15.0
2
0.3%
17.0
4
0.6%
18.0
1
0.1%
19.0
4
0.6%
20.0
3
0.4%
21.0
2
0.3%
22.0
1
0.1%
23.0
4
0.6%
24.0
9
1.3%
25.0
6
0.9%
26.0
10
1.4%
27.0
7
1.0%
28.0
7
1.0%
29.0
10
1.4%
30.0
12
1.7%
LARGEST VALUES

65.0
2
0.3%
64.0
2
0.3%
63.0
1
0.1%
62.0
1
0.1%
61.0
2
0.3%
60.0
4
0.6%
59.0
8
1.2%
58.0
8
1.2%
57.0
14
2.0%
56.0
17
2.5%
55.0
11
1.6%
54.0
10
1.4%
53.0
20
2.9%
52.0
15
2.2%
51.0
23
3.3%
ls
MISSING:
---
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
261
4%
-
-
70+2
223
3%
-
-
62+2
206
3%
-
-
71+2
199
3%
-
-
61+2
180
2%
-
-
59+2
175
2%
-
-
60+2
170
2%
-
-
72+2
157
2%
-
-
58+2
148
2%
-
-
57+2
143
2%
-
-
56+2
129
2%
-
-
55+2
122
2%
-
-
54+2
112
2%
-
-
52+2
104
1%
-
-
53+2
101
1%
-
-
28+2
100
1%
-
-
51+2
99
1%
-
-
30+2
98
1%
-
-
74+2
96
1%
-
-
29+2
91
1%
-
-
50+2
90
1%
-
-
73+2
80
1%
-
-
31+2
78
1%
-
-
72
74
1%
-
-
68
72
<1%
-
-
69
72
<1%
-
-
49+2
72
<1%
-
-
70
67
<1%
-
-
75+2
64
<1%
-
-
48+2
62
<1%
-
-
71
58
<1%
-
-
73
55
<1%
-
-
27+2
49
<1%
-
-
26+2
47
<1%
-
-
47+2
46
<1%
-
-
76+2
45
<1%
-
-
46+2
42
<1%
-
-
74
41
<1%
-
-
77+2
41
<1%
-
-
75
40
<1%
-
-
25+2
33
<1%
-
-
32+2
28
<1%
-
-
24+2
25
<1%
-
-
72+1
24
<1%
-
-
75+3
22
<1%
-
-
45+2
22
<1%
-
-
67+1
22
<1%
-
-
77
22
<1%
-
-
69+1
22
<1%
-
-
68+1
21
<1%
-
-
44+2
21
<1%
-
-
33+2
21
<1%
-
-
76
20
<1%
-
-
71+1
570
8%
-
-
(Other)
st
MISSING:
---
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
261
4%
-
-
70+2
223
3%
-
-
62+2
206
3%
-
-
71+2
199
3%
-
-
61+2
180
2%
-
-
59+2
175
2%
-
-
60+2
170
2%
-
-
72+2
157
2%
-
-
58+2
148
2%
-
-
57+2
143
2%
-
-
56+2
129
2%
-
-
55+2
122
2%
-
-
54+2
112
2%
-
-
52+2
104
1%
-
-
53+2
101
1%
-
-
28+2
100
1%
-
-
51+2
99
1%
-
-
30+2
98
1%
-
-
74+2
96
1%
-
-
29+2
91
1%
-
-
50+2
90
1%
-
-
73+2
80
1%
-
-
31+2
78
1%
-
-
72
74
1%
-
-
68
72
<1%
-
-
69
72
<1%
-
-
49+2
72
<1%
-
-
70
67
<1%
-
-
75+2
64
<1%
-
-
48+2
62
<1%
-
-
71
58
<1%
-
-
73
55
<1%
-
-
27+2
49
<1%
-
-
26+2
47
<1%
-
-
47+2
46
<1%
-
-
76+2
45
<1%
-
-
46+2
42
<1%
-
-
74
41
<1%
-
-
77+2
41
<1%
-
-
75
40
<1%
-
-
25+2
33
<1%
-
-
32+2
28
<1%
-
-
24+2
25
<1%
-
-
72+1
24
<1%
-
-
75+3
22
<1%
-
-
45+2
22
<1%
-
-
67+1
22
<1%
-
-
77
22
<1%
-
-
69+1
22
<1%
-
-
68+1
21
<1%
-
-
44+2
21
<1%
-
-
33+2
21
<1%
-
-
76
20
<1%
-
-
71+1
570
8%
-
-
(Other)
rs
MISSING:
---
367
5%
-
-
67+2
366
5%
-
-
65+2
340
5%
-
-
66+2
316
4%
-
-
64+2
310
4%
-
-
68+2
295
4%
-
-
69+2
268
4%
-
-
63+2
261
4%
-
-
70+2
223
3%
-
-
62+2
206
3%
-
-
71+2
199
3%
-
-
61+2
180
2%
-
-
59+2
175
2%
-
-
60+2
170
2%
-
-
72+2
157
2%
-
-
58+2
148
2%
-
-
57+2
143
2%
-
-
56+2
129
2%
-
-
55+2
122
2%
-
-
54+2
112
2%
-
-
52+2
104
1%
-
-
53+2
101
1%
-
-
28+2
100
1%
-
-
51+2
99
1%
-
-
30+2
98
1%
-
-
74+2
96
1%
-
-
29+2
91
1%
-
-
50+2
90
1%
-
-
73+2
80
1%
-
-
31+2
78
1%
-
-
72
74
1%
-
-
68
72
<1%
-
-
69
72
<1%
-
-
49+2
72
<1%
-
-
70
67
<1%
-
-
75+2
64
<1%
-
-
48+2
62
<1%
-
-
71
58
<1%
-
-
73
55
<1%
-
-
27+2
49
<1%
-
-
26+2
47
<1%
-
-
47+2
46
<1%
-
-
76+2
45
<1%
-
-
46+2
42
<1%
-
-
74
41
<1%
-
-
77+2
41
<1%
-
-
75
40
<1%
-
-
25+2
33
<1%
-
-
32+2
28
<1%
-
-
24+2
25
<1%
-
-
72+1
24
<1%
-
-
75+3
22
<1%
-
-
45+2
22
<1%
-
-
67+1
22
<1%
-
-
77
22
<1%
-
-
69+1
22
<1%
-
-
68+1
21
<1%
-
-
44+2
21
<1%
-
-
33+2
21
<1%
-
-
76
20
<1%
-
-
71+1
570
8%
-
-
(Other)
lw
MISSING:
---
479
7%
-
-
69
474
7%
-
-
68
399
6%
-
-
70
365
5%
-
-
71
355
5%
-
-
67
336
5%
-
-
72
296
4%
-
-
66
275
4%
-
-
65
267
4%
-
-
64
237
3%
-
-
73
232
3%
-
-
74
210
3%
-
-
63
189
3%
-
-
75
175
2%
-
-
62
149
2%
-
-
61
136
2%
-
-
60
122
2%
-
-
76
117
2%
-
-
59
114
2%
-
-
77
100
1%
-
-
57
94
1%
-
-
58
94
1%
-
-
52
87
1%
-
-
55
84
1%
-
-
26
81
1%
-
-
53
79
1%
-
-
51
78
1%
-
-
27
77
1%
-
-
28
73
1%
-
-
56
72
<1%
-
-
29
72
<1%
-
-
54
68
<1%
-
-
25
68
<1%
-
-
79
66
<1%
-
-
50
65
<1%
-
-
49
65
<1%
-
-
46
63
<1%
-
-
78
54
<1%
-
-
48
50
<1%
-
-
47
46
<1%
-
-
45
45
<1%
-
-
81
44
<1%
-
-
30
43
<1%
-
-
24
40
<1%
-
-
80
38
<1%
-
-
31
37
<1%
-
-
23
32
<1%
-
-
22
31
<1%
-
-
44
28
<1%
-
-
82
28
<1%
-
-
42
27
<1%
-
-
41
27
<1%
-
-
32
27
<1%
-
-
43
26
<1%
-
-
83
19
<1%
-
-
72-1
19
<1%
-
-
71-1
18
<1%
-
-
73-1
17
<1%
-
-
69-1
17
<1%
-
-
21
15
<1%
-
-
20
203
3%
-
-
(Other)
lf
MISSING:
---
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
285
4%
-
-
73
270
4%
-
-
65
224
3%
-
-
74
192
3%
-
-
64
173
2%
-
-
63
168
2%
-
-
75
162
2%
-
-
62
159
2%
-
-
60
150
2%
-
-
61
129
2%
-
-
76
121
2%
-
-
59
119
2%
-
-
58
106
1%
-
-
57
102
1%
-
-
55
99
1%
-
-
77
96
1%
-
-
56
93
1%
-
-
53
89
1%
-
-
51
87
1%
-
-
28
87
1%
-
-
54
81
1%
-
-
30
79
1%
-
-
31
78
1%
-
-
52
76
1%
-
-
29
76
1%
-
-
49
74
1%
-
-
78
70
<1%
-
-
50
65
<1%
-
-
27
62
<1%
-
-
47
59
<1%
-
-
79
59
<1%
-
-
48
55
<1%
-
-
26
46
<1%
-
-
46
46
<1%
-
-
80
41
<1%
-
-
81
40
<1%
-
-
24
36
<1%
-
-
25
34
<1%
-
-
32
32
<1%
-
-
44
31
<1%
-
-
45
30
<1%
-
-
33
29
<1%
-
-
42
25
<1%
-
-
82
23
<1%
-
-
43
22
<1%
-
-
83
21
<1%
-
-
34
19
<1%
-
-
23
17
<1%
-
-
84
13
<1%
-
-
22
12
<1%
-
-
35
12
<1%
-
-
41
12
<1%
-
-
69-1
12
<1%
-
-
21
147
2%
-
-
(Other)
cf
MISSING:
---
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
285
4%
-
-
73
270
4%
-
-
65
224
3%
-
-
74
192
3%
-
-
64
173
2%
-
-
63
168
2%
-
-
75
162
2%
-
-
62
159
2%
-
-
60
150
2%
-
-
61
129
2%
-
-
76
121
2%
-
-
59
119
2%
-
-
58
106
1%
-
-
57
102
1%
-
-
55
99
1%
-
-
77
96
1%
-
-
56
93
1%
-
-
53
89
1%
-
-
51
87
1%
-
-
28
87
1%
-
-
54
81
1%
-
-
30
79
1%
-
-
31
78
1%
-
-
52
76
1%
-
-
29
76
1%
-
-
49
74
1%
-
-
78
70
<1%
-
-
50
65
<1%
-
-
27
62
<1%
-
-
47
59
<1%
-
-
79
59
<1%
-
-
48
55
<1%
-
-
26
46
<1%
-
-
46
46
<1%
-
-
80
41
<1%
-
-
81
40
<1%
-
-
24
36
<1%
-
-
25
34
<1%
-
-
32
32
<1%
-
-
44
31
<1%
-
-
45
30
<1%
-
-
33
29
<1%
-
-
42
25
<1%
-
-
82
23
<1%
-
-
43
22
<1%
-
-
83
21
<1%
-
-
34
19
<1%
-
-
23
17
<1%
-
-
84
13
<1%
-
-
22
12
<1%
-
-
35
12
<1%
-
-
41
12
<1%
-
-
69-1
12
<1%
-
-
21
147
2%
-
-
(Other)
rf
MISSING:
---
510
7%
-
-
68
446
6%
-
-
69
429
6%
-
-
70
429
6%
-
-
67
369
5%
-
-
71
326
5%
-
-
66
290
4%
-
-
72
285
4%
-
-
73
270
4%
-
-
65
224
3%
-
-
74
192
3%
-
-
64
173
2%
-
-
63
168
2%
-
-
75
162
2%
-
-
62
159
2%
-
-
60
150
2%
-
-
61
129
2%
-
-
76
121
2%
-
-
59
119
2%
-
-
58
106
1%
-
-
57
102
1%
-
-
55
99
1%
-
-
77
96
1%
-
-
56
93
1%
-
-
53
89
1%
-
-
51
87
1%
-
-
28
87
1%
-
-
54
81
1%
-
-
30
79
1%
-
-
31
78
1%
-
-
52
76
1%
-
-
29
76
1%
-
-
49
74
1%
-
-
78
70
<1%
-
-
50
65
<1%
-
-
27
62
<1%
-
-
47
59
<1%
-
-
79
59
<1%
-
-
48
55
<1%
-
-
26
46
<1%
-
-
46
46
<1%
-
-
80
41
<1%
-
-
81
40
<1%
-
-
24
36
<1%
-
-
25
34
<1%
-
-
32
32
<1%
-
-
44
31
<1%
-
-
45
30
<1%
-
-
33
29
<1%
-
-
42
25
<1%
-
-
82
23
<1%
-
-
43
22
<1%
-
-
83
21
<1%
-
-
34
19
<1%
-
-
23
17
<1%
-
-
84
13
<1%
-
-
22
12
<1%
-
-
35
12
<1%
-
-
41
12
<1%
-
-
69-1
12
<1%
-
-
21
147
2%
-
-
(Other)
rw
MISSING:
---
479
7%
-
-
69
474
7%
-
-
68
399
6%
-
-
70
365
5%
-
-
71
355
5%
-
-
67
336
5%
-
-
72
296
4%
-
-
66
275
4%
-
-
65
267
4%
-
-
64
237
3%
-
-
73
232
3%
-
-
74
210
3%
-
-
63
189
3%
-
-
75
175
2%
-
-
62
149
2%
-
-
61
136
2%
-
-
60
122
2%
-
-
76
117
2%
-
-
59
114
2%
-
-
77
100
1%
-
-
57
94
1%
-
-
58
94
1%
-
-
52
87
1%
-
-
55
84
1%
-
-
26
81
1%
-
-
53
79
1%
-
-
51
78
1%
-
-
27
77
1%
-
-
28
73
1%
-
-
56
72
<1%
-
-
29
72
<1%
-
-
54
68
<1%
-
-
25
68
<1%
-
-
79
66
<1%
-
-
50
65
<1%
-
-
49
65
<1%
-
-
46
63
<1%
-
-
78
54
<1%
-
-
48
50
<1%
-
-
47
46
<1%
-
-
45
45
<1%
-
-
81
44
<1%
-
-
30
43
<1%
-
-
24
40
<1%
-
-
80
38
<1%
-
-
31
37
<1%
-
-
23
32
<1%
-
-
22
31
<1%
-
-
44
28
<1%
-
-
82
28
<1%
-
-
42
27
<1%
-
-
41
27
<1%
-
-
32
27
<1%
-
-
43
26
<1%
-
-
83
19
<1%
-
-
72-1
19
<1%
-
-
71-1
18
<1%
-
-
73-1
17
<1%
-
-
69-1
17
<1%
-
-
21
15
<1%
-
-
20
203
3%
-
-
(Other)
lam
MISSING:
---
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
244
3%
-
-
64+2
215
3%
-
-
72+2
208
3%
-
-
63+2
208
3%
-
-
62+2
186
3%
-
-
73+2
166
2%
-
-
61+2
131
2%
-
-
74+2
120
2%
-
-
75+2
119
2%
-
-
60+2
113
2%
-
-
58+2
109
2%
-
-
54+2
105
1%
-
-
59+2
100
1%
-
-
55+2
92
1%
-
-
57+2
86
1%
-
-
56+2
80
1%
-
-
52+2
75
1%
-
-
51+2
70
<1%
-
-
28+2
66
<1%
-
-
50+2
64
<1%
-
-
76+2
63
<1%
-
-
70
63
<1%
-
-
77+2
62
<1%
-
-
53+2
62
<1%
-
-
31+2
62
<1%
-
-
29+2
61
<1%
-
-
48+2
60
<1%
-
-
72
59
<1%
-
-
72+1
57
<1%
-
-
68+1
54
<1%
-
-
68
54
<1%
-
-
71+1
50
<1%
-
-
30+2
50
<1%
-
-
26+2
50
<1%
-
-
32+2
49
<1%
-
-
49+2
49
<1%
-
-
25+2
48
<1%
-
-
71
48
<1%
-
-
27+2
48
<1%
-
-
70+1
44
<1%
-
-
75
43
<1%
-
-
33+2
43
<1%
-
-
69+1
42
<1%
-
-
47+2
41
<1%
-
-
78+2
40
<1%
-
-
73
39
<1%
-
-
69
39
<1%
-
-
46+2
38
<1%
-
-
73+1
36
<1%
-
-
74+1
34
<1%
-
-
67+1
30
<1%
-
-
24+2
29
<1%
-
-
76
29
<1%
-
-
45+2
878
12%
-
-
(Other)
cam
MISSING:
---
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
244
3%
-
-
64+2
215
3%
-
-
72+2
208
3%
-
-
63+2
208
3%
-
-
62+2
186
3%
-
-
73+2
166
2%
-
-
61+2
131
2%
-
-
74+2
120
2%
-
-
75+2
119
2%
-
-
60+2
113
2%
-
-
58+2
109
2%
-
-
54+2
105
1%
-
-
59+2
100
1%
-
-
55+2
92
1%
-
-
57+2
86
1%
-
-
56+2
80
1%
-
-
52+2
75
1%
-
-
51+2
70
<1%
-
-
28+2
66
<1%
-
-
50+2
64
<1%
-
-
76+2
63
<1%
-
-
70
63
<1%
-
-
77+2
62
<1%
-
-
53+2
62
<1%
-
-
31+2
62
<1%
-
-
29+2
61
<1%
-
-
48+2
60
<1%
-
-
72
59
<1%
-
-
72+1
57
<1%
-
-
68+1
54
<1%
-
-
68
54
<1%
-
-
71+1
50
<1%
-
-
30+2
50
<1%
-
-
26+2
50
<1%
-
-
32+2
49
<1%
-
-
49+2
49
<1%
-
-
25+2
48
<1%
-
-
71
48
<1%
-
-
27+2
48
<1%
-
-
70+1
44
<1%
-
-
75
43
<1%
-
-
33+2
43
<1%
-
-
69+1
42
<1%
-
-
47+2
41
<1%
-
-
78+2
40
<1%
-
-
73
39
<1%
-
-
69
39
<1%
-
-
46+2
38
<1%
-
-
73+1
36
<1%
-
-
74+1
34
<1%
-
-
67+1
30
<1%
-
-
24+2
29
<1%
-
-
76
29
<1%
-
-
45+2
878
12%
-
-
(Other)
ram
MISSING:
---
369
5%
-
-
69+2
354
5%
-
-
67+2
354
5%
-
-
68+2
348
5%
-
-
66+2
284
4%
-
-
70+2
267
4%
-
-
65+2
257
4%
-
-
71+2
244
3%
-
-
64+2
215
3%
-
-
72+2
208
3%
-
-
63+2
208
3%
-
-
62+2
186
3%
-
-
73+2
166
2%
-
-
61+2
131
2%
-
-
74+2
120
2%
-
-
75+2
119
2%
-
-
60+2
113
2%
-
-
58+2
109
2%
-
-
54+2
105
1%
-
-
59+2
100
1%
-
-
55+2
92
1%
-
-
57+2
86
1%
-
-
56+2
80
1%
-
-
52+2
75
1%
-
-
51+2
70
<1%
-
-
28+2
66
<1%
-
-
50+2
64
<1%
-
-
76+2
63
<1%
-
-
70
63
<1%
-
-
77+2
62
<1%
-
-
53+2
62
<1%
-
-
31+2
62
<1%
-
-
29+2
61
<1%
-
-
48+2
60
<1%
-
-
72
59
<1%
-
-
72+1
57
<1%
-
-
68+1
54
<1%
-
-
68
54
<1%
-
-
71+1
50
<1%
-
-
30+2
50
<1%
-
-
26+2
50
<1%
-
-
32+2
49
<1%
-
-
49+2
49
<1%
-
-
25+2
48
<1%
-
-
71
48
<1%
-
-
27+2
48
<1%
-
-
70+1
44
<1%
-
-
75
43
<1%
-
-
33+2
43
<1%
-
-
69+1
42
<1%
-
-
47+2
41
<1%
-
-
78+2
40
<1%
-
-
73
39
<1%
-
-
69
39
<1%
-
-
46+2
38
<1%
-
-
73+1
36
<1%
-
-
74+1
34
<1%
-
-
67+1
30
<1%
-
-
24+2
29
<1%
-
-
76
29
<1%
-
-
45+2
878
12%
-
-
(Other)
lm
MISSING:
---
381
5%
-
-
68+2
376
5%
-
-
69+2
360
5%
-
-
67+2
318
4%
-
-
66+2
317
4%
-
-
70+2
295
4%
-
-
65+2
277
4%
-
-
71+2
243
3%
-
-
64+2
212
3%
-
-
72+2
211
3%
-
-
63+2
177
2%
-
-
73+2
173
2%
-
-
62+2
165
2%
-
-
74+2
150
2%
-
-
61+2
118
2%
-
-
75+2
118
2%
-
-
60+2
114
2%
-
-
59+2
97
1%
-
-
55+2
92
1%
-
-
70+1
87
1%
-
-
28+2
86
1%
-
-
57+2
85
1%
-
-
69+1
84
1%
-
-
71+1
82
1%
-
-
56+2
80
1%
-
-
53+2
79
1%
-
-
67+1
78
1%
-
-
72+1
76
1%
-
-
58+2
76
1%
-
-
76+2
74
1%
-
-
68+1
73
1%
-
-
29+2
71
<1%
-
-
77+2
71
<1%
-
-
52+2
70
<1%
-
-
54+2
64
<1%
-
-
51+2
61
<1%
-
-
30+2
59
<1%
-
-
74+1
58
<1%
-
-
27+2
57
<1%
-
-
26+2
56
<1%
-
-
73+1
55
<1%
-
-
50+2
51
<1%
-
-
49+2
50
<1%
-
-
25+2
43
<1%
-
-
47+2
43
<1%
-
-
31+2
41
<1%
-
-
32+2
41
<1%
-
-
48+2
41
<1%
-
-
75+1
39
<1%
-
-
69
38
<1%
-
-
24+2
37
<1%
-
-
72
33
<1%
-
-
68
32
<1%
-
-
45+2
30
<1%
-
-
78+2
28
<1%
-
-
46+2
28
<1%
-
-
23+2
27
<1%
-
-
76+1
26
<1%
-
-
70
26
<1%
-
-
73
25
<1%
-
-
79+2
789
11%
-
-
(Other)
lcm
MISSING:
---
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
331
5%
-
-
62+2
311
4%
-
-
69+2
291
4%
-
-
70+2
227
3%
-
-
71+2
227
3%
-
-
60+2
208
3%
-
-
59+2
191
3%
-
-
58+2
179
2%
-
-
72+2
150
2%
-
-
73+2
144
2%
-
-
57+2
115
2%
-
-
56+2
109
2%
-
-
55+2
92
1%
-
-
74+2
90
1%
-
-
75+2
66
<1%
-
-
53+2
66
<1%
-
-
54+2
65
<1%
-
-
27+2
63
<1%
-
-
30+2
57
<1%
-
-
32+2
54
<1%
-
-
29+2
52
<1%
-
-
31+2
51
<1%
-
-
76+2
51
<1%
-
-
69
50
<1%
-
-
28+2
48
<1%
-
-
77+2
45
<1%
-
-
26+2
45
<1%
-
-
52+2
43
<1%
-
-
68
43
<1%
-
-
73
42
<1%
-
-
72
38
<1%
-
-
33+2
38
<1%
-
-
25+2
38
<1%
-
-
71
37
<1%
-
-
70
36
<1%
-
-
75
32
<1%
-
-
78+2
32
<1%
-
-
50+2
32
<1%
-
-
51+2
32
<1%
-
-
24+2
30
<1%
-
-
69+1
29
<1%
-
-
34+2
28
<1%
-
-
23+2
25
<1%
-
-
74
21
<1%
-
-
76
21
<1%
-
-
72+1
20
<1%
-
-
79+2
20
<1%
-
-
71+1
19
<1%
-
-
49+2
18
<1%
-
-
36+2
18
<1%
-
-
78+3
18
<1%
-
-
68+1
17
<1%
-
-
74+3
16
<1%
-
-
76+3
576
8%
-
-
(Other)
cm
MISSING:
---
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
331
5%
-
-
62+2
311
4%
-
-
69+2
291
4%
-
-
70+2
227
3%
-
-
71+2
227
3%
-
-
60+2
208
3%
-
-
59+2
191
3%
-
-
58+2
179
2%
-
-
72+2
150
2%
-
-
73+2
144
2%
-
-
57+2
115
2%
-
-
56+2
109
2%
-
-
55+2
92
1%
-
-
74+2
90
1%
-
-
75+2
66
<1%
-
-
53+2
66
<1%
-
-
54+2
65
<1%
-
-
27+2
63
<1%
-
-
30+2
57
<1%
-
-
32+2
54
<1%
-
-
29+2
52
<1%
-
-
31+2
51
<1%
-
-
76+2
51
<1%
-
-
69
50
<1%
-
-
28+2
48
<1%
-
-
77+2
45
<1%
-
-
26+2
45
<1%
-
-
52+2
43
<1%
-
-
68
43
<1%
-
-
73
42
<1%
-
-
72
38
<1%
-
-
33+2
38
<1%
-
-
25+2
38
<1%
-
-
71
37
<1%
-
-
70
36
<1%
-
-
75
32
<1%
-
-
78+2
32
<1%
-
-
50+2
32
<1%
-
-
51+2
32
<1%
-
-
24+2
30
<1%
-
-
69+1
29
<1%
-
-
34+2
28
<1%
-
-
23+2
25
<1%
-
-
74
21
<1%
-
-
76
21
<1%
-
-
72+1
20
<1%
-
-
79+2
20
<1%
-
-
71+1
19
<1%
-
-
49+2
18
<1%
-
-
36+2
18
<1%
-
-
78+3
18
<1%
-
-
68+1
17
<1%
-
-
74+3
16
<1%
-
-
76+3
576
8%
-
-
(Other)
rcm
MISSING:
---
389
5%
-
-
65+2
375
5%
-
-
68+2
373
5%
-
-
66+2
373
5%
-
-
64+2
355
5%
-
-
67+2
350
5%
-
-
63+2
332
5%
-
-
61+2
331
5%
-
-
62+2
311
4%
-
-
69+2
291
4%
-
-
70+2
227
3%
-
-
71+2
227
3%
-
-
60+2
208
3%
-
-
59+2
191
3%
-
-
58+2
179
2%
-
-
72+2
150
2%
-
-
73+2
144
2%
-
-
57+2
115
2%
-
-
56+2
109
2%
-
-
55+2
92
1%
-
-
74+2
90
1%
-
-
75+2
66
<1%
-
-
53+2
66
<1%
-
-
54+2
65
<1%
-
-
27+2
63
<1%
-
-
30+2
57
<1%
-
-
32+2
54
<1%
-
-
29+2
52
<1%
-
-
31+2
51
<1%
-
-
76+2
51
<1%
-
-
69
50
<1%
-
-
28+2
48
<1%
-
-
77+2
45
<1%
-
-
26+2
45
<1%
-
-
52+2
43
<1%
-
-
68
43
<1%
-
-
73
42
<1%
-
-
72
38
<1%
-
-
33+2
38
<1%
-
-
25+2
38
<1%
-
-
71
37
<1%
-
-
70
36
<1%
-
-
75
32
<1%
-
-
78+2
32
<1%
-
-
50+2
32
<1%
-
-
51+2
32
<1%
-
-
24+2
30
<1%
-
-
69+1
29
<1%
-
-
34+2
28
<1%
-
-
23+2
25
<1%
-
-
74
21
<1%
-
-
76
21
<1%
-
-
72+1
20
<1%
-
-
79+2
20
<1%
-
-
71+1
19
<1%
-
-
49+2
18
<1%
-
-
36+2
18
<1%
-
-
78+3
18
<1%
-
-
68+1
17
<1%
-
-
74+3
16
<1%
-
-
76+3
576
8%
-
-
(Other)
rm
MISSING:
---
381
5%
-
-
68+2
376
5%
-
-
69+2
360
5%
-
-
67+2
318
4%
-
-
66+2
317
4%
-
-
70+2
295
4%
-
-
65+2
277
4%
-
-
71+2
243
3%
-
-
64+2
212
3%
-
-
72+2
211
3%
-
-
63+2
177
2%
-
-
73+2
173
2%
-
-
62+2
165
2%
-
-
74+2
150
2%
-
-
61+2
118
2%
-
-
75+2
118
2%
-
-
60+2
114
2%
-
-
59+2
97
1%
-
-
55+2
92
1%
-
-
70+1
87
1%
-
-
28+2
86
1%
-
-
57+2
85
1%
-
-
69+1
84
1%
-
-
71+1
82
1%
-
-
56+2
80
1%
-
-
53+2
79
1%
-
-
67+1
78
1%
-
-
72+1
76
1%
-
-
58+2
76
1%
-
-
76+2
74
1%
-
-
68+1
73
1%
-
-
29+2
71
<1%
-
-
77+2
71
<1%
-
-
52+2
70
<1%
-
-
54+2
64
<1%
-
-
51+2
61
<1%
-
-
30+2
59
<1%
-
-
74+1
58
<1%
-
-
27+2
57
<1%
-
-
26+2
56
<1%
-
-
73+1
55
<1%
-
-
50+2
51
<1%
-
-
49+2
50
<1%
-
-
25+2
43
<1%
-
-
47+2
43
<1%
-
-
31+2
41
<1%
-
-
32+2
41
<1%
-
-
48+2
41
<1%
-
-
75+1
39
<1%
-
-
69
38
<1%
-
-
24+2
37
<1%
-
-
72
33
<1%
-
-
68
32
<1%
-
-
45+2
30
<1%
-
-
78+2
28
<1%
-
-
46+2
28
<1%
-
-
23+2
27
<1%
-
-
76+1
26
<1%
-
-
70
26
<1%
-
-
73
25
<1%
-
-
79+2
789
11%
-
-
(Other)
lwb
MISSING:
---
399
6%
-
-
67+2
369
5%
-
-
68+2
352
5%
-
-
66+2
285
4%
-
-
69+2
280
4%
-
-
70+2
276
4%
-
-
65+2
246
3%
-
-
64+2
243
3%
-
-
71+2
221
3%
-
-
63+2
214
3%
-
-
58+2
213
3%
-
-
61+2
210
3%
-
-
62+2
201
3%
-
-
60+2
200
3%
-
-
59+2
189
3%
-
-
57+2
187
3%
-
-
56+2
186
3%
-
-
72+2
158
2%
-
-
73+2
152
2%
-
-
54+2
151
2%
-
-
55+2
141
2%
-
-
53+2
111
2%
-
-
51+2
109
2%
-
-
74+2
108
1%
-
-
52+2
96
1%
-
-
27+2
90
1%
-
-
26+2
82
1%
-
-
49+2
82
1%
-
-
50+2
78
1%
-
-
75+2
71
<1%
-
-
25+2
71
<1%
-
-
28+2
69
<1%
-
-
76+2
64
<1%
-
-
48+2
63
<1%
-
-
47+2
58
<1%
-
-
24+2
55
<1%
-
-
29+2
50
<1%
-
-
77+2
49
<1%
-
-
68+1
46
<1%
-
-
30+2
43
<1%
-
-
69+1
42
<1%
-
-
70+1
41
<1%
-
-
46+2
36
<1%
-
-
23+2
34
<1%
-
-
67+1
32
<1%
-
-
71+1
30
<1%
-
-
45+2
28
<1%
-
-
78+2
27
<1%
-
-
73+1
27
<1%
-
-
22+2
25
<1%
-
-
44+2
22
<1%
-
-
21+2
22
<1%
-
-
79+2
20
<1%
-
-
77+3
20
<1%
-
-
31+2
19
<1%
-
-
74+1
18
<1%
-
-
72+1
17
<1%
-
-
20+2
15
<1%
-
-
72+3
15
<1%
-
-
19+2
13
<1%
-
-
43+2
473
7%
-
-
(Other)
ldm
MISSING:
---
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
248
3%
-
-
64+2
182
3%
-
-
72+2
173
2%
-
-
63+2
165
2%
-
-
52+2
158
2%
-
-
54+2
156
2%
-
-
53+2
145
2%
-
-
50+2
145
2%
-
-
51+2
134
2%
-
-
73+2
130
2%
-
-
48+2
126
2%
-
-
55+2
124
2%
-
-
62+2
123
2%
-
-
57+2
123
2%
-
-
56+2
118
2%
-
-
61+2
117
2%
-
-
58+2
115
2%
-
-
74+2
110
2%
-
-
49+2
106
1%
-
-
59+2
102
1%
-
-
60+2
91
1%
-
-
47+2
88
1%
-
-
75+2
82
1%
-
-
29+2
73
1%
-
-
76+2
72
<1%
-
-
30+2
69
<1%
-
-
46+2
68
<1%
-
-
27+2
68
<1%
-
-
68+1
67
<1%
-
-
67+1
67
<1%
-
-
28+2
66
<1%
-
-
69+1
61
<1%
-
-
45+2
60
<1%
-
-
31+2
58
<1%
-
-
71+1
55
<1%
-
-
26+2
54
<1%
-
-
44+2
52
<1%
-
-
72+1
50
<1%
-
-
77+2
50
<1%
-
-
70+1
43
<1%
-
-
73+1
42
<1%
-
-
24+2
42
<1%
-
-
25+2
39
<1%
-
-
32+2
35
<1%
-
-
23+2
32
<1%
-
-
74+1
30
<1%
-
-
78+2
30
<1%
-
-
79+2
24
<1%
-
-
43+2
22
<1%
-
-
75+1
21
<1%
-
-
34+2
20
<1%
-
-
69
19
<1%
-
-
80+2
17
<1%
-
-
76+1
610
8%
-
-
(Other)
cdm
MISSING:
---
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
248
3%
-
-
64+2
182
3%
-
-
72+2
173
2%
-
-
63+2
165
2%
-
-
52+2
158
2%
-
-
54+2
156
2%
-
-
53+2
145
2%
-
-
50+2
145
2%
-
-
51+2
134
2%
-
-
73+2
130
2%
-
-
48+2
126
2%
-
-
55+2
124
2%
-
-
62+2
123
2%
-
-
57+2
123
2%
-
-
56+2
118
2%
-
-
61+2
117
2%
-
-
58+2
115
2%
-
-
74+2
110
2%
-
-
49+2
106
1%
-
-
59+2
102
1%
-
-
60+2
91
1%
-
-
47+2
88
1%
-
-
75+2
82
1%
-
-
29+2
73
1%
-
-
76+2
72
<1%
-
-
30+2
69
<1%
-
-
46+2
68
<1%
-
-
27+2
68
<1%
-
-
68+1
67
<1%
-
-
67+1
67
<1%
-
-
28+2
66
<1%
-
-
69+1
61
<1%
-
-
45+2
60
<1%
-
-
31+2
58
<1%
-
-
71+1
55
<1%
-
-
26+2
54
<1%
-
-
44+2
52
<1%
-
-
72+1
50
<1%
-
-
77+2
50
<1%
-
-
70+1
43
<1%
-
-
73+1
42
<1%
-
-
24+2
42
<1%
-
-
25+2
39
<1%
-
-
32+2
35
<1%
-
-
23+2
32
<1%
-
-
74+1
30
<1%
-
-
78+2
30
<1%
-
-
79+2
24
<1%
-
-
43+2
22
<1%
-
-
75+1
21
<1%
-
-
34+2
20
<1%
-
-
69
19
<1%
-
-
80+2
17
<1%
-
-
76+1
610
8%
-
-
(Other)
rdm
MISSING:
---
373
5%
-
-
67+2
349
5%
-
-
68+2
334
5%
-
-
66+2
315
4%
-
-
69+2
290
4%
-
-
65+2
254
4%
-
-
71+2
252
3%
-
-
70+2
248
3%
-
-
64+2
182
3%
-
-
72+2
173
2%
-
-
63+2
165
2%
-
-
52+2
158
2%
-
-
54+2
156
2%
-
-
53+2
145
2%
-
-
50+2
145
2%
-
-
51+2
134
2%
-
-
73+2
130
2%
-
-
48+2
126
2%
-
-
55+2
124
2%
-
-
62+2
123
2%
-
-
57+2
123
2%
-
-
56+2
118
2%
-
-
61+2
117
2%
-
-
58+2
115
2%
-
-
74+2
110
2%
-
-
49+2
106
1%
-
-
59+2
102
1%
-
-
60+2
91
1%
-
-
47+2
88
1%
-
-
75+2
82
1%
-
-
29+2
73
1%
-
-
76+2
72
<1%
-
-
30+2
69
<1%
-
-
46+2
68
<1%
-
-
27+2
68
<1%
-
-
68+1
67
<1%
-
-
67+1
67
<1%
-
-
28+2
66
<1%
-
-
69+1
61
<1%
-
-
45+2
60
<1%
-
-
31+2
58
<1%
-
-
71+1
55
<1%
-
-
26+2
54
<1%
-
-
44+2
52
<1%
-
-
72+1
50
<1%
-
-
77+2
50
<1%
-
-
70+1
43
<1%
-
-
73+1
42
<1%
-
-
24+2
42
<1%
-
-
25+2
39
<1%
-
-
32+2
35
<1%
-
-
23+2
32
<1%
-
-
74+1
30
<1%
-
-
78+2
30
<1%
-
-
79+2
24
<1%
-
-
43+2
22
<1%
-
-
75+1
21
<1%
-
-
34+2
20
<1%
-
-
69
19
<1%
-
-
80+2
17
<1%
-
-
76+1
610
8%
-
-
(Other)
rwb
MISSING:
---
399
6%
-
-
67+2
369
5%
-
-
68+2
352
5%
-
-
66+2
285
4%
-
-
69+2
280
4%
-
-
70+2
276
4%
-
-
65+2
246
3%
-
-
64+2
243
3%
-
-
71+2
221
3%
-
-
63+2
214
3%
-
-
58+2
213
3%
-
-
61+2
210
3%
-
-
62+2
201
3%
-
-
60+2
200
3%
-
-
59+2
189
3%
-
-
57+2
187
3%
-
-
56+2
186
3%
-
-
72+2
158
2%
-
-
73+2
152
2%
-
-
54+2
151
2%
-
-
55+2
141
2%
-
-
53+2
111
2%
-
-
51+2
109
2%
-
-
74+2
108
1%
-
-
52+2
96
1%
-
-
27+2
90
1%
-
-
26+2
82
1%
-
-
49+2
82
1%
-
-
50+2
78
1%
-
-
75+2
71
<1%
-
-
25+2
71
<1%
-
-
28+2
69
<1%
-
-
76+2
64
<1%
-
-
48+2
63
<1%
-
-
47+2
58
<1%
-
-
24+2
55
<1%
-
-
29+2
50
<1%
-
-
77+2
49
<1%
-
-
68+1
46
<1%
-
-
30+2
43
<1%
-
-
69+1
42
<1%
-
-
70+1
41
<1%
-
-
46+2
36
<1%
-
-
23+2
34
<1%
-
-
67+1
32
<1%
-
-
71+1
30
<1%
-
-
45+2
28
<1%
-
-
78+2
27
<1%
-
-
73+1
27
<1%
-
-
22+2
25
<1%
-
-
44+2
22
<1%
-
-
21+2
22
<1%
-
-
79+2
20
<1%
-
-
77+3
20
<1%
-
-
31+2
19
<1%
-
-
74+1
18
<1%
-
-
72+1
17
<1%
-
-
20+2
15
<1%
-
-
72+3
15
<1%
-
-
19+2
13
<1%
-
-
43+2
473
7%
-
-
(Other)
lb
MISSING:
---
448
6%
-
-
67+2
427
6%
-
-
66+2
367
5%
-
-
68+2
355
5%
-
-
69+2
319
4%
-
-
70+2
279
4%
-
-
65+2
250
3%
-
-
71+2
248
3%
-
-
64+2
219
3%
-
-
63+2
209
3%
-
-
72+2
177
2%
-
-
62+2
174
2%
-
-
52+2
165
2%
-
-
54+2
158
2%
-
-
53+2
153
2%
-
-
50+2
153
2%
-
-
73+2
152
2%
-
-
61+2
150
2%
-
-
51+2
144
2%
-
-
56+2
136
2%
-
-
55+2
129
2%
-
-
60+2
123
2%
-
-
58+2
122
2%
-
-
74+2
118
2%
-
-
57+2
111
2%
-
-
59+2
106
1%
-
-
47+2
101
1%
-
-
48+2
97
1%
-
-
49+2
93
1%
-
-
27+2
92
1%
-
-
46+2
91
1%
-
-
26+2
81
1%
-
-
25+2
79
1%
-
-
75+2
76
1%
-
-
28+2
76
1%
-
-
45+2
60
<1%
-
-
24+2
60
<1%
-
-
76+2
51
<1%
-
-
77+2
50
<1%
-
-
29+2
47
<1%
-
-
44+2
44
<1%
-
-
23+2
41
<1%
-
-
43+2
37
<1%
-
-
30+2
28
<1%
-
-
22+2
23
<1%
-
-
78+2
21
<1%
-
-
21+2
20
<1%
-
-
79+2
20
<1%
-
-
20+2
18
<1%
-
-
42+2
16
<1%
-
-
31+2
16
<1%
-
-
76+3
16
<1%
-
-
41+2
16
<1%
-
-
78+3
15
<1%
-
-
19+2
15
<1%
-
-
62+3
15
<1%
-
-
67+1
13
<1%
-
-
60+3
13
<1%
-
-
71+3
13
<1%
-
-
75+3
13
<1%
-
-
80+3
385
5%
-
-
(Other)
lcb
MISSING:
---
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
189
3%
-
-
64+2
162
2%
-
-
44+2
158
2%
-
-
72+2
158
2%
-
-
46+2
156
2%
-
-
48+2
144
2%
-
-
63+2
144
2%
-
-
45+2
142
2%
-
-
73+2
138
2%
-
-
47+2
136
2%
-
-
49+2
133
2%
-
-
51+2
120
2%
-
-
50+2
111
2%
-
-
53+2
110
2%
-
-
52+2
109
2%
-
-
43+2
102
1%
-
-
28+2
100
1%
-
-
42+2
99
1%
-
-
54+2
98
1%
-
-
74+2
98
1%
-
-
68
94
1%
-
-
75+2
93
1%
-
-
69
92
1%
-
-
62+2
90
1%
-
-
29+2
87
1%
-
-
27+2
84
1%
-
-
70
84
1%
-
-
26+2
79
1%
-
-
41+2
78
1%
-
-
55+2
77
1%
-
-
61+2
74
1%
-
-
56+2
74
1%
-
-
40+2
72
<1%
-
-
57+2
71
<1%
-
-
59+2
69
<1%
-
-
60+2
67
<1%
-
-
72
66
<1%
-
-
58+2
65
<1%
-
-
73
60
<1%
-
-
71
59
<1%
-
-
76+2
57
<1%
-
-
39+2
51
<1%
-
-
30+2
49
<1%
-
-
25+2
46
<1%
-
-
74
46
<1%
-
-
23+2
45
<1%
-
-
77+2
42
<1%
-
-
68+1
39
<1%
-
-
24+2
39
<1%
-
-
75
34
<1%
-
-
71+1
32
<1%
-
-
38+2
32
<1%
-
-
70+1
30
<1%
-
-
31+2
828
11%
-
-
(Other)
cb
MISSING:
---
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
189
3%
-
-
64+2
162
2%
-
-
44+2
158
2%
-
-
72+2
158
2%
-
-
46+2
156
2%
-
-
48+2
144
2%
-
-
63+2
144
2%
-
-
45+2
142
2%
-
-
73+2
138
2%
-
-
47+2
136
2%
-
-
49+2
133
2%
-
-
51+2
120
2%
-
-
50+2
111
2%
-
-
53+2
110
2%
-
-
52+2
109
2%
-
-
43+2
102
1%
-
-
28+2
100
1%
-
-
42+2
99
1%
-
-
54+2
98
1%
-
-
74+2
98
1%
-
-
68
94
1%
-
-
75+2
93
1%
-
-
69
92
1%
-
-
62+2
90
1%
-
-
29+2
87
1%
-
-
27+2
84
1%
-
-
70
84
1%
-
-
26+2
79
1%
-
-
41+2
78
1%
-
-
55+2
77
1%
-
-
61+2
74
1%
-
-
56+2
74
1%
-
-
40+2
72
<1%
-
-
57+2
71
<1%
-
-
59+2
69
<1%
-
-
60+2
67
<1%
-
-
72
66
<1%
-
-
58+2
65
<1%
-
-
73
60
<1%
-
-
71
59
<1%
-
-
76+2
57
<1%
-
-
39+2
51
<1%
-
-
30+2
49
<1%
-
-
25+2
46
<1%
-
-
74
46
<1%
-
-
23+2
45
<1%
-
-
77+2
42
<1%
-
-
68+1
39
<1%
-
-
24+2
39
<1%
-
-
75
34
<1%
-
-
71+1
32
<1%
-
-
38+2
32
<1%
-
-
70+1
30
<1%
-
-
31+2
828
11%
-
-
(Other)
rcb
MISSING:
---
315
4%
-
-
68+2
260
4%
-
-
69+2
258
4%
-
-
66+2
247
3%
-
-
70+2
231
3%
-
-
67+2
220
3%
-
-
71+2
201
3%
-
-
65+2
189
3%
-
-
64+2
162
2%
-
-
44+2
158
2%
-
-
72+2
158
2%
-
-
46+2
156
2%
-
-
48+2
144
2%
-
-
63+2
144
2%
-
-
45+2
142
2%
-
-
73+2
138
2%
-
-
47+2
136
2%
-
-
49+2
133
2%
-
-
51+2
120
2%
-
-
50+2
111
2%
-
-
53+2
110
2%
-
-
52+2
109
2%
-
-
43+2
102
1%
-
-
28+2
100
1%
-
-
42+2
99
1%
-
-
54+2
98
1%
-
-
74+2
98
1%
-
-
68
94
1%
-
-
75+2
93
1%
-
-
69
92
1%
-
-
62+2
90
1%
-
-
29+2
87
1%
-
-
27+2
84
1%
-
-
70
84
1%
-
-
26+2
79
1%
-
-
41+2
78
1%
-
-
55+2
77
1%
-
-
61+2
74
1%
-
-
56+2
74
1%
-
-
40+2
72
<1%
-
-
57+2
71
<1%
-
-
59+2
69
<1%
-
-
60+2
67
<1%
-
-
72
66
<1%
-
-
58+2
65
<1%
-
-
73
60
<1%
-
-
71
59
<1%
-
-
76+2
57
<1%
-
-
39+2
51
<1%
-
-
30+2
49
<1%
-
-
25+2
46
<1%
-
-
74
46
<1%
-
-
23+2
45
<1%
-
-
77+2
42
<1%
-
-
68+1
39
<1%
-
-
24+2
39
<1%
-
-
75
34
<1%
-
-
71+1
32
<1%
-
-
38+2
32
<1%
-
-
70+1
30
<1%
-
-
31+2
828
11%
-
-
(Other)
rb
MISSING:
---
448
6%
-
-
67+2
427
6%
-
-
66+2
367
5%
-
-
68+2
355
5%
-
-
69+2
319
4%
-
-
70+2
279
4%
-
-
65+2
250
3%
-
-
71+2
248
3%
-
-
64+2
219
3%
-
-
63+2
209
3%
-
-
72+2
177
2%
-
-
62+2
174
2%
-
-
52+2
165
2%
-
-
54+2
158
2%
-
-
53+2
153
2%
-
-
50+2
153
2%
-
-
73+2
152
2%
-
-
61+2
150
2%
-
-
51+2
144
2%
-
-
56+2
136
2%
-
-
55+2
129
2%
-
-
60+2
123
2%
-
-
58+2
122
2%
-
-
74+2
118
2%
-
-
57+2
111
2%
-
-
59+2
106
1%
-
-
47+2
101
1%
-
-
48+2
97
1%
-
-
49+2
93
1%
-
-
27+2
92
1%
-
-
46+2
91
1%
-
-
26+2
81
1%
-
-
25+2
79
1%
-
-
75+2
76
1%
-
-
28+2
76
1%
-
-
45+2
60
<1%
-
-
24+2
60
<1%
-
-
76+2
51
<1%
-
-
77+2
50
<1%
-
-
29+2
47
<1%
-
-
44+2
44
<1%
-
-
23+2
41
<1%
-
-
43+2
37
<1%
-
-
30+2
28
<1%
-
-
22+2
23
<1%
-
-
78+2
21
<1%
-
-
21+2
20
<1%
-
-
79+2
20
<1%
-
-
20+2
18
<1%
-
-
42+2
16
<1%
-
-
31+2
16
<1%
-
-
76+3
16
<1%
-
-
41+2
16
<1%
-
-
78+3
15
<1%
-
-
19+2
15
<1%
-
-
62+3
15
<1%
-
-
67+1
13
<1%
-
-
60+3
13
<1%
-
-
71+3
13
<1%
-
-
75+3
13
<1%
-
-
80+3
385
5%
-
-
(Other)
gk
MISSING:
---
TOP CATEGORIES

17+2
1,624
22%
16+2
1,358
19%
18+2
1,316
18%
19+2
667
9%
15+2
667
9%
20+2
233
3%
14+2
228
3%
18+3
78
1%
19+3
62
<1%
17+3
61
<1%
13+2
52
<1%
21+2
51
<1%
69+2
48
<1%
67+2
44
<1%
68+1
41
<1%
68+2
39
<1%
69+1
38
<1%
(Other)
637
9%
ALL
7,244
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gk
PROVIDES INFORMATION ON...

international_reputation
0.36
skill_moves
0.27
nation_logo_url
0.16
nation_position
0.14
player_tags
0.13
real_face
0.11
club_position
0.09
body_type
0.08
work_rate
0.07
league_name
0.05
club_flag_url
0.04
weak_foot
0.04
league_level
0.03
club_contract_valid_until
0.02

THESE FEATURES
GIVE INFORMATION
ON gk:

skill_moves
0.14
club_position
0.10
international_reputation
0.09
league_name
0.07
club_flag_url
0.06
body_type
0.05
work_rate
0.04
player_tags
0.04
nation_logo_url
0.04
nation_position
0.03
real_face
0.03
weak_foot
0.02
club_contract_valid_until
0.01
league_level
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gk
CORRELATION RATIO WITH...

goalkeeping_reflexes
0.99
goalkeeping_diving
0.99
goalkeeping_positioning
0.99
goalkeeping_handling
0.99
goalkeeping_kicking
0.98
goalkeeping_speed
0.98
dribbling
0.94
physic
0.94
passing
0.93
skill_ball_control
0.91
attacking_short_passing
0.89
pace
0.87
skill_dribbling
0.84
shooting
0.81
player_face_url
MISSING:
---
1
<1%
-
-
https://cdn.sofifa.net/players/158/023/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/145/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/653/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/538/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/219/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/129/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/840/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/818/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/698/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/610/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/532/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/521/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/449/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/378/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/209/005/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/862/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/835/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/817/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/719/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/638/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/581/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/534/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/088/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/208/014/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/207/956/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/561/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/553/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/703/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/833/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/880/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/966/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/519/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/466/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/454/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/424/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/381/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/261/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/249/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/129/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/121/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/104/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/212/095/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/946/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/923/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/504/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/384/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/339/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/272/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/239/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/231/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/177/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/057/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/037/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/211/033/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/210/951/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/436/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/141/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/223/790/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/206/042/22_120.png
1
<1%
-
-
https://cdn.sofifa.net/players/202/986/22_120.png
7,184
>99%
-
-
(Other)
club_logo_url
MISSING:
39
(<1%)
29
<1%
-
-
https://cdn.sofifa.net/teams/449/60.png
28
<1%
-
-
https://cdn.sofifa.net/teams/234/60.png
28
<1%
-
-
https://cdn.sofifa.net/teams/73/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/95/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/241/60.png
27
<1%
-
-
https://cdn.sofifa.net/teams/5/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/69/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/1853/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/11/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/47/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/111974/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/1831/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/453/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/481/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/452/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/46/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/9/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/243/60.png
26
<1%
-
-
https://cdn.sofifa.net/teams/266/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/325/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/480/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/144/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/13/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/468/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/462/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/479/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/236/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/10029/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/461/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/1795/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/166/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/1/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/1824/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/483/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/44/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/45/60.png
25
<1%
-
-
https://cdn.sofifa.net/teams/22/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/326/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/1794/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/1799/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/112172/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/1876/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/110556/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/19/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/7/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/110374/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/48/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/1968/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/52/60.png
24
<1%
-
-
https://cdn.sofifa.net/teams/32/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/21/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/54/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/110832/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/1860/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/457/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/1792/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/467/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/189/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/66/60.png
23
<1%
-
-
https://cdn.sofifa.net/teams/18/60.png
5,709
79%
-
-
(Other)
club_flag_url
MISSING:
40
(<1%)
TOP CATEGORIES

https://cdn.sofifa.net/flags/gb-eng.png
879
12%
https://cdn.sofifa.net/flags/es.png
777
11%
https://cdn.sofifa.net/flags/de.png
651
9%
https://cdn.sofifa.net/flags/fr.png
519
7%
https://cdn.sofifa.net/flags/it.png
506
7%
https://cdn.sofifa.net/flags/ar.png
364
5%
https://cdn.sofifa.net/flags/tr.png
328
5%
https://cdn.sofifa.net/flags/br.png
305
4%
https://cdn.sofifa.net/flags/us.png
290
4%
https://cdn.sofifa.net/flags/pt.png
274
4%
https://cdn.sofifa.net/flags/mx.png
259
4%
https://cdn.sofifa.net/flags/be.png
243
3%
https://cdn.sofifa.net/flags/nl.png
185
3%
https://cdn.sofifa.net/flags/jp.png
148
2%
https://cdn.sofifa.net/flags/sa.png
118
2%
https://cdn.sofifa.net/flags/ch.png
94
1%
https://cdn.sofifa.net/flags/gr.png
85
1%
(Other)
1,179
16%
ALL
7,204
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
club_flag_url
PROVIDES INFORMATION ON...

league_name
0.91
league_level
0.38
nation_logo_url
0.26
club_contract_valid_until
0.17
real_face
0.16
nation_position
0.13
international_reputation
0.11
player_tags
0.08
gk
0.06
club_position
0.05
body_type
0.05
work_rate
0.04
weak_foot
0.02
skill_moves
0.02

THESE FEATURES
GIVE INFORMATION
ON club_flag_url:

league_name
1.00
club_contract_valid_until
0.09
league_level
0.06
nation_logo_url
0.05
gk
0.04
club_position
0.04
real_face
0.03
body_type
0.03
international_reputation
0.02
nation_position
0.02
player_tags
0.02
work_rate
0.02
skill_moves
0.01
weak_foot
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
club_flag_url
CORRELATION RATIO WITH...

club_team_id
0.67
nationality_id
0.51
wage_eur
0.46
potential
0.42
overall
0.37
movement_reactions
0.34
release_clause_eur
0.30
value_eur
0.30
club_jersey_number
0.30
age
0.28
height_cm
0.26
nation_jersey_number
0.26
sofifa_id
0.24
mentality_composure
0.20
nation_logo_url
MISSING:
6,573
(91%)
TOP CATEGORIES

https://cdn.sofifa.net/teams/1369/60.png
23
3%
https://cdn.sofifa.net/teams/1330/60.png
23
3%
https://cdn.sofifa.net/teams/1366/60.png
23
3%
https://cdn.sofifa.net/teams/1370/60.png
23
3%
https://cdn.sofifa.net/teams/1386/60.png
23
3%
https://cdn.sofifa.net/teams/1322/60.png
23
3%
https://cdn.sofifa.net/teams/1338/60.png
23
3%
https://cdn.sofifa.net/teams/1331/60.png
23
3%
https://cdn.sofifa.net/teams/1357/60.png
23
3%
https://cdn.sofifa.net/teams/1387/60.png
23
3%
https://cdn.sofifa.net/teams/1362/60.png
23
3%
https://cdn.sofifa.net/teams/1343/60.png
23
3%
https://cdn.sofifa.net/teams/105035/60.png
23
3%
https://cdn.sofifa.net/teams/1318/60.png
23
3%
https://cdn.sofifa.net/teams/1337/60.png
23
3%
https://cdn.sofifa.net/teams/1335/60.png
23
3%
https://cdn.sofifa.net/teams/1325/60.png
23
3%
(Other)
280
42%
ALL
671
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nation_logo_url
PROVIDES INFORMATION ON...

nation_position
0.66
player_tags
0.08
international_reputation
0.08
league_level
0.06
real_face
0.05
league_name
0.05
club_flag_url
0.05
gk
0.04
club_contract_valid_until
0.03
club_position
0.03
body_type
0.02
work_rate
0.01
skill_moves
0.01
weak_foot
0.01

THESE FEATURES
GIVE INFORMATION
ON nation_logo_url:

nation_position
0.53
league_name
0.29
club_flag_url
0.26
gk
0.16
club_position
0.12
player_tags
0.10
club_contract_valid_until
0.08
international_reputation
0.08
body_type
0.06
league_level
0.05
real_face
0.05
work_rate
0.03
skill_moves
0.02
weak_foot
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nation_logo_url
CORRELATION RATIO WITH...

nation_team_id
1.00
nation_jersey_number
0.86
value_eur
0.55
release_clause_eur
0.53
wage_eur
0.48
overall
0.45
potential
0.38
movement_reactions
0.35
nationality_id
0.31
mentality_composure
0.21
club_team_id
0.17
mentality_vision
0.15
skill_long_passing
0.12
attacking_short_passing
0.12
nation_flag_url
MISSING:
1
(<1%)
663
9%
-
-
https://cdn.sofifa.net/flags/br.png
619
9%
-
-
https://cdn.sofifa.net/flags/es.png
545
8%
-
-
https://cdn.sofifa.net/flags/ar.png
438
6%
-
-
https://cdn.sofifa.net/flags/fr.png
415
6%
-
-
https://cdn.sofifa.net/flags/gb-eng.png
410
6%
-
-
https://cdn.sofifa.net/flags/de.png
221
3%
-
-
https://cdn.sofifa.net/flags/pt.png
218
3%
-
-
https://cdn.sofifa.net/flags/it.png
190
3%
-
-
https://cdn.sofifa.net/flags/nl.png
164
2%
-
-
https://cdn.sofifa.net/flags/co.png
149
2%
-
-
https://cdn.sofifa.net/flags/be.png
148
2%
-
-
https://cdn.sofifa.net/flags/mx.png
125
2%
-
-
https://cdn.sofifa.net/flags/jp.png
123
2%
-
-
https://cdn.sofifa.net/flags/tr.png
118
2%
-
-
https://cdn.sofifa.net/flags/uy.png
108
1%
-
-
https://cdn.sofifa.net/flags/dk.png
107
1%
-
-
https://cdn.sofifa.net/flags/us.png
106
1%
-
-
https://cdn.sofifa.net/flags/at.png
92
1%
-
-
https://cdn.sofifa.net/flags/se.png
90
1%
-
-
https://cdn.sofifa.net/flags/no.png
86
1%
-
-
https://cdn.sofifa.net/flags/hr.png
81
1%
-
-
https://cdn.sofifa.net/flags/ch.png
75
1%
-
-
https://cdn.sofifa.net/flags/gb-sct.png
73
1%
-
-
https://cdn.sofifa.net/flags/pl.png
73
1%
-
-
https://cdn.sofifa.net/flags/cz.png
72
<1%
-
-
https://cdn.sofifa.net/flags/kr.png
69
<1%
-
-
https://cdn.sofifa.net/flags/sn.png
69
<1%
-
-
https://cdn.sofifa.net/flags/py.png
68
<1%
-
-
https://cdn.sofifa.net/flags/rs.png
64
<1%
-
-
https://cdn.sofifa.net/flags/ma.png
64
<1%
-
-
https://cdn.sofifa.net/flags/ng.png
62
<1%
-
-
https://cdn.sofifa.net/flags/ru.png
60
<1%
-
-
https://cdn.sofifa.net/flags/cl.png
59
<1%
-
-
https://cdn.sofifa.net/flags/gr.png
57
<1%
-
-
https://cdn.sofifa.net/flags/gh.png
55
<1%
-
-
https://cdn.sofifa.net/flags/ro.png
49
<1%
-
-
https://cdn.sofifa.net/flags/ci.png
48
<1%
-
-
https://cdn.sofifa.net/flags/ua.png
45
<1%
-
-
https://cdn.sofifa.net/flags/ie.png
44
<1%
-
-
https://cdn.sofifa.net/flags/au.png
38
<1%
-
-
https://cdn.sofifa.net/flags/ec.png
36
<1%
-
-
https://cdn.sofifa.net/flags/ve.png
36
<1%
-
-
https://cdn.sofifa.net/flags/gb-wls.png
35
<1%
-
-
https://cdn.sofifa.net/flags/cd.png
35
<1%
-
-
https://cdn.sofifa.net/flags/cm.png
35
<1%
-
-
https://cdn.sofifa.net/flags/ba.png
34
<1%
-
-
https://cdn.sofifa.net/flags/sk.png
34
<1%
-
-
https://cdn.sofifa.net/flags/dz.png
32
<1%
-
-
https://cdn.sofifa.net/flags/ml.png
31
<1%
-
-
https://cdn.sofifa.net/flags/cn.png
30
<1%
-
-
https://cdn.sofifa.net/flags/pe.png
26
<1%
-
-
https://cdn.sofifa.net/flags/za.png
25
<1%
-
-
https://cdn.sofifa.net/flags/si.png
23
<1%
-
-
https://cdn.sofifa.net/flags/hu.png
22
<1%
-
-
https://cdn.sofifa.net/flags/is.png
21
<1%
-
-
https://cdn.sofifa.net/flags/al.png
20
<1%
-
-
https://cdn.sofifa.net/flags/xk.png
19
<1%
-
-
https://cdn.sofifa.net/flags/ca.png
18
<1%
-
-
https://cdn.sofifa.net/flags/sa.png
18
<1%
-
-
https://cdn.sofifa.net/flags/jm.png
353
5%
-
-
(Other)